This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

The Bayesian methods depart from the Howard method in how releases are estimated. The Howard methods assume that the species composition of the harvests are equal to the species composition of released fish, which is clearly contraindicated in the logbook data. For instance, logbook data demonstrates that yelloweye have been retained at high levels up until restrictions were enacted in recent years, whereas pelagic rockfish were released in significant numbers in the past with retention increasing in recent years as they have become more prized by anglers. Recent prohibition on retaining yelloweye in Southeast Alaska highlights the shortcomings of the original Howard assumptions as the species composition of the harvest would indicate that no yelloweye were caught and released during the closure.

The Howard method for estimating releases for private anglers also relied on an expansion of the logbook release estimates based on the ratio of private:guided releases of all rockfish in the SWHS. In addition to the faulty assumptions about species composition, this method ignores potential bias in SWHS estimates of harvests and releases or at least assumes that the bias in release and harvests are the same. As demonstrated in Figure 1, the bias in those two quantities appears to be quite different based on the logbook data. The Bayesian model thus attempts to estimate release probabilities based on the logbook data coupled with bias corrected estimates from the SWHS.

Lastly, the Howard methods were only used on data beginning in 1999 with the advent of the logbook program and estimates of harvests and releases prior to that have been based on linear ramps from 1999 back to the perceived start of the fishery. The Bayesian methods allow us to expand the time series back to 1977 when the SWHS was implemented by leveraging regional data trends in species composition and the proportion of caught rockfish harvested by species and/or species complex. Key advantages of the Bayesian approach are highlighted in table 1.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue Howard Bayes
Time series 1999 - present 1977 - present
Bias in SWHS Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests. Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data. Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas. Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with. By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Data

Harvest data was available for 22 commercial fishing management areas in Southcentral and Southeast Alaska. Areas with negligible rockfish harvest were pooled with adjacent areas for analysis. Specifically the Aleutian and Bering areas were pooled into an area labeled BSAI; the IBS and EKYT were pooled into an area labeled EKYKT; the Southeast, Southwest, SAKPEN and Chignik areas were pooled into an area labeled SOKO2PEN and the Westside and Mainland areas were pooled into an area labeled WKMA.

Stateside Harvest Survey (SWHS)

Statewide harvest survey estimates of rockfish catch and harvest are available for 28 years (1996-2023) for all users and for 13 years (2011-2023) for guided anglers (Figure 0). Additionally, there are overall harvest estimates from 1977- 1995 and release estimates from 1990-1995 that required some partitioning to ascribe to current management units. Harvests in unknown areas were apportioned based on harvest proportions in 1996. Variance estimates are not available for pre-1996 data and as such, the maximum observed coefficient of variation (cv) in each commercial fisheries management unit was applied to the pre-1996 values.

**Figure 1.**- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.


SWHS estimates are believed to be biased to some degree. These modelling efforts aim to estimate and correct for that bias with the assumption that logbook records are a census of guided harvests and releases.

SWHS Rockfish release estimates are inferred from the difference between catch and harvest estimates.

Adam noted that the first 5 years (23 years counting the historical data) in the SWHS data set for PWSO seem unreasonable (close to zero and not corroborated with logbook estimates). Adam recommended setting these harvests to unknown, but current model development has included the data. Once a satisfactory model has been identified we will exam the effects of censoring the PWSO data.

Creel Surveys

NA

Guide Logbooks

Sport fishing guides have been required to report their harvest of rockfish for 26 years (1998-2023). Reported harvest is also available by assemblage (pelagic vs. non-pelagic). Harvest of yelloweye and “other” (non-pelagic, non-yelloweye) rockfish were reported separately beginning in 2006.

Logbooks also record the number of rockfish released for the same categories. However, the reliability of the release data is somewhat questionable as reported releases are generally far lower than that estimated by the SWHS. As such several treatments of the data are considered.

Logbook versus SWHS estimates

Estimates of guided harvests and releases from the SWHS do not align with the census from charter logbooks. Logbook harvest reports are generally considered reliable and are used to assess the bias in SWHS reports. However, there is even greater disparity between release estimates in the two sources and it is debatable whether logbook releases should be treated as a census. The Howard et al. (2020) methods do treat the logbook release data as “true” and thus are considerably less than would be estimated from the SWHS data.

**Figure 2.**- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).


A note on model development

To evaluate the discrepancy in apparent bias in harvest and release data, several models were explored to estimate releases during model development. One method (\(LB_{fit}\)) considers the logbook release data to be reliable and a second method (\(LB_{cens}\)) treated the logbook release data as estimates of the minimum released, thus giving more weight to SWHS release estimates. A third method (\(LB_{hyb}\)) is a hybrid approach that treats reported releases of yelloweye as reliable but total rockfish and pelagic rockfish releases as minimums. Model development revealed a tension between the total and pelagic logbook releases and the yelloweye logbook releases. This tensions eventually highlighted the different release/retention probabilities between yelloweye and pelagics in the logbook data and prompted the current approach whereby that probability was calculated for the three main species complexes covered in the data: pelagics, yelloweye, and “other”. The methods described here follow the (\(LB_{fit}\)) formulation. Based on model behavior it is unlikely that the (\(LB_{cens}\)) model would work as there would not be enough data to estimate release probabilities. However, it may be worth running the (\(LB_{hyb}\)) approach as a sensitivity test at the very least.

Composition data

Harvest sampling data exists from Gulf of Alaska areas since 1996 and from Southeast Alaska areas since 2006. Port sampling data is comprised of the number of total rockfish, pelagic and non-pelagic rockfish, black rockfish and yelloweye rockfish. In Southeast Alaska, the number of Demersal Shelf Rockfish (DSR, of which yelloweye are one species) and slope rockfish are also recorded.

Process equations

The true harvest \(H_{ay}\) of rockfish for area \(a\) during year \(y\) is assumed to follow a temporal trend defined by a penalized spline:

\[\begin{equation} \textrm{log}(H_{ay})~\sim~\textrm{Normal}(f(a,y), {\sigma_H}) \end{equation}\]

where \(f(a,y)\) in a p-spline basis with 7 components (knots) and a second degree penalty. The variance, \(\sigma_H\), was given a normal prior with a mean and standard deviation of 0.25 and 1, respectively.

Charter and private harvest \(H_{ayu}\) (where u = 1 for charter anglers and u = 2 for private anglers) is a fraction of total annual harvest in each area:

\[\begin{equation} H_{ay1}~=~H_{ay}P_{(user)ay1}\\H_{ay2}~=~H_{ay}(1-P_{(user)ay1}) \end{equation}\]

where \(P_{(user)ay1}\) is the fraction of the annual harvest in each area taken by charter anglers. \(P_{(user)ay1}\) was modeled hierarchically across years as:

\[\begin{equation} P_{(user)ay1}~\sim~\textrm{beta}(\lambda1_a, \lambda2_a) \end{equation}\]

with non-informative priors on both parameters.

Annual black rockfish harvest \(H_{(black)ayu}\) for each area and user group is:

\[\begin{equation} H_{(black)ayu}~=~H_{ayu}P_{(pelagic)ayu}P_{(black|pelagic)ayu} \end{equation}\]

where \(P_{(pelagic)ayu}\) is the fraction of the annual harvest for each area and user group that was pelagic rockfish and \(P_{(black|pelagic)ayu}\) is the fraction of the annual harvest of pelagic rockfish for each area and user group that was black rockfish.

The southeast region also tracks two other non-pelagic rockfish assemblages, demersal shelf rockfish (DSR, which includes yelloweye) and slope rockfish. For the southeast region the harvest of those two assemblages is thus

\[\begin{equation} H_{(DSR)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(DSR|non-pelagic)ayu}\\ H_{(slope)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(slope|non-pelagic)ayu}\\ \end{equation}\]

where \(P_{(DSR|non-pelagic)ayu}\) and \(P_{(slope|non-pelagic)ayu}\) are the fractions of the annual harvest of non-pelagic rockfish for each area and user group that were DSR and slope rockfish, respectively.

Annual yelloweye rockfish harvest \(H_{(yelloweye)ayu}\) for each area and user group is calculated differently for central/Kodiak areas and southeast areas. For central and Kodiak areas yelloweye rockfish harvests are calculated as

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{ayu}(1-P_{(pelagic)ayu})P_{(yelloweye|non-pelagic)ayu} \end{equation}\]

where \(P_{(yellow|non-pelagic)ayu}\) is the fraction of the annual harvest of non-pelagic rockfish for each area and user group that was yelloweye rockfish.

For southeast areas yelloweye harvests are a fraction of the DSR harvests such that

\[\begin{equation} H_{(yelloweye)ayu}~=~H_{(DSR)ayu}P_{(yelloweye|DSR)ayu} \end{equation}\]

The composition parameters \(P_{(comp)ayu}\), were modeled using a logistic curve that would allow hindcasting without extrapolating beyond the limit of observed values such that:

\[\begin{equation} \textrm{logit}(P_{(comp)ayu})~=~\beta0_{(comp)ayu} + \frac{\beta1_{(comp)ayu}}{(1 + exp(\beta2_{(comp)ayu}*(y - \beta3_{(comp)ayu})))} + \beta4_{(comp)ayu}*I(u=private)+re_{(comp)ayu} \end{equation}\]

where the \(\beta\) parameters define the intercept, scaling factor, slope, inflection point and private angler effect, respectively, \(y\) is the year index, \(I(u=private)\) is an index variable which is 1 when the user groups is private and 0 otherwise and \(re_{(comp)ayu}\) is a random effect with a non-informative prior. \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernible change in composition over the observed time period. \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was used for hindcasting.

The true number of released rockfish \(R_{ayu}\) were based on the proportion of the total catch harvested, \(pH_{(comp)ayu}\), by area, year, user group and species grouping. Because release data from the SWHS is for all rockfish and the release data from logbooks is only subdivided into pelagics, yelloweye and “other” (non-pelagic, non-yelloweye), we only estimated \(pH_{(comp)ayu}\) for those categories. Thus, converting \(H_{(comp)ayu}\) to total catches by user group, \(C_{(comp)ayu}\), with \(pH_{(comp)ayu}\) results in estimates of total releases such that

\[\begin{equation} R_{(comp)ayu}~=~ C_{(comp)ayu} - H_{(comp)ayu} ~=~ \frac{H_{(comp)ayu}}{pH_{(comp)ayu}} - H_{(comp)ayu} \end{equation}\]

with total releases equal to the sum of the compositional releases. For non-yelloweye DSR and Slope rockfish assemblages in Southeast Alaska \(R_{(DSR)ayu}\) and \(R_{(slope)ayu}\) were estimated from \(R_{(other)ayu}\) using the species composition data from the harvest, thus assuming that slope and DSR assemblages were caught and released at the same rates.

The proportion harvest parameters for \(pH_{(comp)ayu}\) were modeled using a logistic curve that would allow hindcasting based on trends in the data without extrapolating beyond the range of observed values such that

\[\begin{equation} \textrm{logit}(pH_{(pH)ayuc})~=~\beta0_{(pH)ayu} + \frac{\beta1_{(pH)ayuc}}{(1 + exp(\beta2_{(pH)ayuc}*(y - \beta3_{(pH)ayuc})))} + \beta4_{(pH)ayuc}*I(u=private)+re_{(pH)ayuc} \end{equation}\]

A random effect term allowed estimation during the historical period when data is available, but the curve defined by the above equation determined release estimates between 1977 and 1990. As with the compositional trends, \(\beta\) parameters were modeled hierarchically by region. When \(\beta\) parameters were inestimable as a result of no discernable change in harvest probability over the observed time period, \(\beta1\) (scaling factor) and \(\beta2\) (slope) were fixed to 0 so that the long term mean value was applied.

Release mortality (i.e., the number of released rockfish expected to die) was calculated assuming fixed mortality rates developed in each of the regions. Deep water release (DWR) devices were mandated for charter fleets in 2013 and rates were derived from CITATION. Southeast applies basic rates estimated in these studies while Southcentral and Kodiak rates were derived by using historical depth-of-release data to adjust the rates based on area and user group.

The total number of mortalities by year, area, user and species/species assemblage in numbers was calculated by summing harvests and release mortality such that

\[\begin{equation} M_{(comp)ayu}~=~ H_{(comp)ayu} + m_{R-(comp)ayu} * R_{(comp)ayu} \end{equation}\]

where \(m_{R-(comp)ayu}\) is the release mortality rate by year, area, user and species (Figure XX).

Total removals in biomass were converted using the average weight of fish from port sampling?. A minimum sample size per year of X fish was used as the cutoff for including in the data set. Weights were modeled hierarchically to estimate weights in years when data was missing. The total biomass of removals by year, area, user and species was thus

\[\begin{equation} B_{(comp)ayu}~=~ \overline{wt}_{(comp)ayu} * M_{(comp)ayu} \end{equation}\]

where \(\overline{wt}_{(comp)ayu}\) is the mean weight by species, area, user and year.

Observation equations

SWHS estimates of annual rockfish harvest \(\widehat{SWHS}_H{ay}\) were assumed to index true harvest:

\[\begin{equation} \widehat{SWHS}_H{ay}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay}b_{ay}), \sigma_{SWHSHay}^2\right) \end{equation}\]

where bias in the SWHS harvest estimates \(b_H{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_H{ay}~\sim~\textrm{Normal}(\mu_H{(b)a}, \sigma_H{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

SWHS estimates of guided angler harvest \(\widehat{SWHS}_H{ay1}\) are related to total harvest by:

\[\begin{equation} \widehat{SWHS}_H{ay1}~\sim~\textrm{LogNormal}\left(\textrm{log}(H_{ay1}b_{ay}), \sigma_{SWHS_{ay1}}^2\right) \end{equation}\]

Reported guide logbook harvest \(\widehat{LB}_H{ay}\) is related to true harvest as:

\[\begin{equation} \widehat{LB}_H{ay}~\sim~\textrm{Poisson}(H_{ay1})\\ \widehat{LB}_H{(pelagic)ay}~\sim~\textrm{Poisson}(H_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_H{(yelloweye)ay}~\sim~\textrm{Poisson}(H_{(yelloweye)ay1})\\ \widehat{LB}_H{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(H_{(nonpel,nonye)ay1})\\ \end{equation}\]

Note that for central and Kodiak areas \(H_{(nonpel,nonye)ay1}\) is equal to the total harvest minus pelagic and yelloweye harvests. For southeast areas \(H_{(nonpel,nonye)ay1}\) is equal to the sum of the DSR and slope harvests minus yelloweye harvests.

SWHS estimates of annual rockfish releases \(\widehat{SWHS}_R{ay}\) were assumed to index true releases in a similar fashion and thus modeled similarly. As such, the release data are related to true releases just as harvests were modeled such that:

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{Poisson}(R_{ay1})\\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{Poisson}(R_{ay1}P_{(pelagic)ay1})\\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Because logbook release data is more questionable and demonstrates greater disagreement with SWHS estimates (Figure 1), a second approaches was considered that loosened the assumption that logbook releases were a census. Methods explored to develope \(LB_{hyb}\) and \(LB_{cens}\) models are detailed at the end of this section.

SWHS estimates of guided angler release \(\widehat{SWHS}_R{ay1}\) is modeled the same as harvests.

SWHS release bias was modeled independently of the harvest bias \(b_H{ay}\) such that

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

where bias in the SWHS release estimates \(b_R{ay}\) is modeled hierarchically across years as:

\[\begin{equation} b_R{ay}~\sim~\textrm{Normal}(\mu_R{(b)a}, \sigma_R{(b)a}) \end{equation}\]

with non-informative priors on both parameters.

The number of pelagic rockfish sampled in harvest sampling programs \(x_{(pelagic)ayu}\) follow a binomial distribution:

\[\begin{equation} x_{(pelagic)ayu}~\sim~\textrm{Binomial}(P_{(pelagic)ayu}, N_{ayu}) \end{equation}\]

where \(N_{ayu}\) is the total number of rockfish sampled in area \(a\) during year \(y\) form user group \(u\). The number of black rockfish sampled in harvest sampling programs was thus a proportion of the pelagic harvests

\[\begin{equation} x_{(black)ayu}~\sim~\textrm{Binomial}(P_{(black)ayu}, N_{ayu}^{pel}) \end{equation}\]

Yelloweye rockfish in Southcentral and Kodiak were modeled similarly as a proportion of the total number of non-pelagics such that

\[\begin{equation} x_{(yellow_{R2})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R2})ayu}, N_{ayu}^{nonpel}) \end{equation}\]

Southeast areas have several other non-pelagic groupings such that DSR and slope rockfish are a proportion of non-pelagics

\[\begin{equation} x_{(DSR)ayu}~\sim~\textrm{Binomial}(P_{(DSR)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

and

\[\begin{equation} x_{(slope)ayu}~\sim~\textrm{Binomial}(P_{(slope)ayu}, N_{ayu}^{nonpel}) \end{equation}\]

with yelloweye in southeast a proportion of the DSR harvest

\[\begin{equation} x_{(yellow_{R1})ayu}~\sim~\textrm{Binomial}(P_{(yellow_{R1})ayu}, N_{ayu}^{DSR}). \end{equation}\].

Kodiak has limited port sampling beyond the main harbors but has a robust hydroacoustic survey that is used to quantify black rockfish abundance across the management area and uses stereocameras to derive species compositions of the hydroacoustic data. This data was used as supplementary data to further inform the model to the proportion of pelagic rockfish that are black in Kodiak areas. Angler landings in Kodiak show a higher proportion of black rockfish relative to the hydroacoustic survey and thus the proportion of black rockfish in the hydroacoustic sample related to the true proportion such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ P_{(black|pelagic)ayu} + ae_{au} \end{equation}\].

where \(ae_{au}\) is the angler effect for each area and user group modeled hierarchically around a mean of 0. Predicted \(P_{(black|pelagic)ayu}^{HA}\) assumed a beta distribution such that

\[\begin{equation} P_{(black|pelagic)ayu}^{HA} ~\sim~ beta(\alpha_{HA},\beta_{HA}) \end{equation}\]

where

\[\begin{equation} \alpha_{HA} ~=~ (P_{(black|pelagic)ayu}^{HA})^2 * \frac{1 - P_{(black|pelagic)ayu}^{HA}}{\frac{var_{P_{HA}}-1}{P_{(black|pelagic)ayu}^{HA}}}, \end{equation}\]

\[\begin{equation} \beta_{HA} ~=~ (\alpha_{HA}) * \frac{1}{P_{(black|pelagic)ayu}^{HA} - 1}, \end{equation}\]

\[\begin{equation} var_{P_{HA}} ~=~ (P_{(black|pelagic)ayu}^{HA} * cvP_{(black|pelagic)ayu}^{HA})^2 \end{equation}\]

where \(cvP_{(black|pelagic)ayu}^{HA}\) is the coefficient of variation for the hydroacoustic proportions

\[\begin{equation} cvP_{(black|pelagic)ayu}^{HA} ~=~ \frac{\sqrt{varP_{(black|pelagic)ayu}^{HA}}}{P_{(black|pelagic)ayu}^{HA}} \end{equation}\]

and the variance is approximated using the XXXX method as

\[\begin{equation} varP_{(black|pelagic)ayu}^{HA} ~=~ (\frac{1}{n_{pel}})^2 * varN_{black} + (\frac{n_{black}}{n_{pel}^2}) * varN_{pel} \end{equation}\]

where \(varN_{black}\) and \(varN_{black}\) are the variance of the estimated number of black and pelagic rockfish in the hydroacoustic survey, respectively (CITATION).

The average weight of rockfish by species, user, area and year was modeled hierarchically at several levels within regions such that

\[\begin{equation} wt_{(comp)ayu} ~\sim~ Normal(wt_{(comp)au},\sigma_{wt_{(comp)au}}) ~\sim~ Normal(wt_{(comp)a},\sigma_{wt_{(comp)a}}) ~\sim~ Normal(wt_{(comp)region},\sigma_{wt_{(comp)region}}) \end{equation}\]

where region refers to Kodiak, Southcentral and Southeast. Mean weights and variance were calculated as XXX.

Alternative likelihoods for release estimates

To loosen the assumption that logbook release data are an effective census of true releases I explored models that treated logbook release estimates as a lower bound on the estimate of true releases. In a hybrid approach yelloweye and non-pelagic releases are regarded as a reliable census (given the emphasis and ease of recording these fish) but censors the pelagic and total rockfish release estimates (where censoring implies NA values) such that

\[\begin{equation} \text{censored} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), 1\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \text{censored} \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), 1\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

This model formulation failed such that there was not enough data to inform pelagic releases and the values did not seem valid. A second approach is being explored that fits the censored data using a lognormal distribution centered around the logbook release value, but also with a lower bound equal to the number of recorded releases such that

\[\begin{equation} \widehat{LB}_R{ay}~\sim~\textrm{LogNormal}\left(\log(R_{ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{ay}, \infty\right) \\ \widehat{LB}_R{(pelagic)ay}~\sim~\textrm{LogNormal}\left(\log(R_{(pelagic)ay}), \sigma_{Ray1}^2\right)\text{T}\left(\widehat{LB}_R{(pelagic)ay}, \infty\right) \\ \widehat{LB}_R{(yelloweye)ay}~\sim~\textrm{Poisson}(R_{(yelloweye)ay1})\\ \widehat{LB}_R{(nonpel,nonye)ay}~\sim~\textrm{Poisson}(R_{(nonpel,nonye)ay1})\\ \end{equation}\]

Logbook data is assumed to be a census and as such there is no estimate of uncertainty. As of this writing, several methods are being examined for how to treat \(\sigma_{Ray1}^2\). Models are being run that attempt to allow the model to estimate \(\sigma_{Ray1}^2\) with priors. A simple model applies a uniform prior (0.1,50) to \(\sigma_{Ray1}^2\). A hierarchichal approach based on regions is also being examined whereby \(\sigma_{Ray1}^2\) is lognormally distributed around hyper priors \(\mu_{\sigma_R}\) and \(\sigma_{\sigma_R}\). Initial efforts have applied a uniform prior on \(\mu_{\sigma_R}\) between 1 and 50 and on \(\sigma_{\sigma_R}\) between 0 and 10.

Priors.

Priors range from uninformative to very informative or fixed. Priors for compositional logistic parameters are in Table 2 and proportion harvest logistic parameters are in Table 3. Until I figure out how to make a nice table in Rmarkdown, please refer to the attached spreadsheet and comp and harvp tabs.

Unresolved issues and outstanding questions:

  1. Reliability of unguided release estimates: These estimates have the least information feeding them and rely on the bias-corrected SWHS release estimates of all rockfish and the trends in release probability evident in the logbook data. The \(\beta4\) term that estimates the guided/unguided effect was given a very informative prior that tied the release probability of private anglers tightly to that of the charter fleet. The model is then trying to balance the three species complex estimates (pelagic, yelloweye and other) so that they sum to the total unguided releases estimated from the bias corrected SWHS data. For the most part this seems reasonable and appears to work, but there are certain areas where the estimates are “wonky”:

    1. Total rockfish releases more or less align with the total releases estimated with the Howard methods. Presumably, much of the discrepancy results from the substantial bias in release estimates from the SWHS. Interestingly, the logbook data indicates that the SWHS underestimates harvests but overestimates releases by a significant factor (Figure 23 and 24 below).
    2. In general, release estimates of black rockfish are substantially lower than those calculated using the Howard methods. Presumably, much of this derives from the bias correction of the SWHS release estimates.
    3. Yelloweye release estimates also differ considerably from the Howard estimates, but unlike black rockfish are sometimes lower and sometimes higher. Two areas in particular are a little head scratching. Yelloweye releases in the Kodiak Northeast area in particular are significantly lower than for guided anglers with the same pattern evident in Cook Inlet to a lesser extent. Cook Inlet yelloweye numbers are very small, so this is a sample size issue with little consequence. The cause of the Kodiak northeast estimates is not clear to me at this point, but the model estimates the proportion harvested by unguided anglers to be much lower than that of guided anglers, even with the informative prior on \(\beta4\). This must be a product of the bias corrected SWHS release estimates and how the model is partitioning that estimate into the 3 species complexes, but itis a bit a of head scratcher.

  2. Proportion guided estimates: There is not much data on this proportion prior to 2011 and it is not modeled with any sort of trend as was done for species composition and harvest proportions. With the exception of Cook Inlet and North Gulf Coast areas, there is little, if any, trend apparent in the data and perhaps this approach is the best available given the data available. However, if there are data sources somewhere that could inform this part of the model they could be incorporated.

  3. Prior choices in general need to be vetted. The priors on the logistic curves are fairly informed in an effort to achieve the desired shapes for hindcasting. Ideally, sensitivity testing would occur but the model is very slow to converge. The beta parameters on the logistic curves have required a lot of work on the priors to reach convergence.

  4. Proportion harvest estimates for non-pelagic, non-yelloweye in Kodiak WKMA: I need to adjust the prior on the inflection point, \(\beta3\), so that it is forced to occur after 2006. Right now the model is estimating inflection in two Kodiak areas before that point where there is no data to justify a shift. The current inflection is a result of the hierachichal model.

  5. Proportion pelagic in PWS and CSEO: The parameters for these particular proportions are very slow to converge. For the CSEO, the estimates of the \(\beta\) parameters are similar to the other Southeast areas, but the mixing is poor over the length of the chains. In this case I think they will ultimately converge with a very long model run and the shape of the curve in the model output looks acceptable. For the two PWS areas the model seems to struggle with the disparate proportional data from the logbook and the port sampling. There is some wandering in the chains of the \(\beta0\) and \(\beta1\) terms and spikiness in the \(\beta2\) terms. I’ve been working on constraining the hyperpriors for PWS \(beta2\). Similar to CSEO, it may just entail a very long model run to reach convergence, but the shape of the curves looks reasonable.

Next steps:

Once the model is finalized, harvest and release numbers need to be converted into biomass removals. This is a two step process where release mortality estimates are applied to the release estimates to estimate the number of released rockfish that do not survive. This is based on studies and will reflect the values that the department has been using with the Howard methods. Region 2 (both Southcentral and Kodiak) have release-at-depth estimates from a number of years that they apply across all years and then calculate mortality rates based on those estiates. Southease does not have release-at-depth data and simply applies an assumed rate based on research.

Once release mortality is calculated average weight data is applied to convert numbers to biomass. The plan is to incorporate all of this into the model to propogate uncertainty into the posteriors. However, the model already takes a long time to run and I may explore a simpler approach using the posteriors from the numbers model to speed up processing.

Results

**Figure X.**- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

**Figure 3.**- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 3.**- Total rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

**Figure 4.**- Black rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.


And black rockfish releases…

**Figure 5.**- Black rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 6.**- Yellow rockfish harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 7.**- Yellow rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.





**Figure 8.**- DSR rockfish (excluding yelloweye) harvests 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 9.**- DSR rockfish releases (including yelloweye) 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 11.**- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.



**Figure 12.**- Slope rockfish releases 1996--2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

**Figure 13.**- Black rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.



**Figure 14.**- Yellow rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

**Figure 15.**- Pelagic rockfish estimated total removals in lbs in 1996--2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 16.**- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


**Figure 17.**- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.


Model fit

Logbook residuals

**Figure 18.**- Residuals from logbook harvests.

Figure 18.- Residuals from logbook harvests.


SWHS residuals

**Figure 19.**- Residuals from SWHS harvests.

Figure 19.- Residuals from SWHS harvests.



**Figure 20.**- Residual of SWHS releases.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

**Figure 21.**- Mean percent of harvest by charter anglers.

Figure 21.- Mean percent of harvest by charter anglers.


When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

**Figure 22.**- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.


**Figure 23.**- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 24.**- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.


**Figure 25.**- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species. 


## NULL


## NULL

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

**Figure 28.**- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.


Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

**Figure 29.**- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS *underestimates* the true value and bias > 1 indicates the survey *overestimates* the true value.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

**Figure 30.**- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

**Figure 31.**- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

**Figure 32.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

**Figure 33.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

**Figure 34.**- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.



P(slope|non-pelagic & non-yellowye) For release estimates

**Figure 35.**- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.

Figure 35.- Annual estimates of the percent of the sport non-pelagic, non-yelloweye releases that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023.



Weight Fits

**Figure 36.**- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 37.**- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 38.**- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 39.**- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


**Figure 40.**- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 40.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.


### Summary of unconverged parameters:

Table X. Unconverged parameters.

variable

Freq

beta0_H

1

Ho_ay

1

Ho_ayu

5

Hs_ay

1

Hs_ayg

1

Hs_ayu

1

Hy_ay

2

Hy_ayg

1

Hy_ayu

6

R_ay

10

R_ayu

10

Rb_ay

10

Rb_ayu

10

Rd_ayu

1

Rdnye_ayu

2

Ro_ay

18

Ro_ayg

15

Ro_ayu

32

Rp_ay

10

Rp_ayu

10

Rs_ay

1

Rs_ayg

1

Rs_ayu

7

Ry_ay

8

Ry_ayg

3

Ry_ayu

20

parameter

mean

median

Rhat

beta2_pH[10,3]

1.254

0.409

1.108

Hy_ayg[16,2]

32.629

22.108

1.155

Hy_ayu[9,3]

0.024

0.004

1.138

Hy_ayu[9,4]

0.006

0.001

1.130

Hy_ayu[9,5]

0.004

0.001

1.156

Hy_ayu[9,18]

0.004

0.001

1.158

Hy_ayu[5,21]

30.114

5.352

1.140

Hy_ayu[9,46]

2.435

0.491

1.116

Hy_ay[16,2]

45.358

32.669

1.118

Hy_ay[5,21]

36.059

11.199

1.132

Hd_ayg[16,2]

74.072

53.558

1.107

Hdnye_ayg[16,1]

35.725

24.040

1.104

Hs_ayg[16,2]

6.567

3.648

1.245

Hs_ayu[12,13]

0.009

0.004

1.196

Hs_ay[16,2]

8.579

5.311

1.233

Ho_ayg[16,1]

40.991

27.568

1.104

Ho_ayg[16,2]

48.010

33.148

1.104

Ho_ayu[9,2]

0.020

0.002

1.144

Ho_ayu[5,3]

0.947

0.066

1.128

Ho_ayu[9,9]

0.001

0.000

1.105

Ho_ayu[9,29]

0.695

0.076

1.124

Ho_ayu[9,39]

1.141

0.154

1.118

Ho_ayu[9,40]

1.786

0.194

1.137

Ho_ay[5,3]

1.163

0.231

1.123

beta0_H[8]

7.166

6.600

1.141

R_ay[6,1]

2,499.493

540.424

1.124

R_ay[6,2]

2,758.225

668.925

1.164

R_ay[6,3]

2,549.900

723.288

1.119

R_ay[6,5]

17,540.110

1,391.503

1.272

R_ay[5,6]

105.696

46.757

1.203

R_ay[6,6]

25,546.784

1,394.360

1.286

R_ay[6,7]

12,428.571

1,627.807

1.141

R_ay[6,8]

22,356.838

2,279.221

1.242

R_ay[6,10]

8,652.804

2,883.294

1.212

R_ay[6,12]

14,741.131

3,934.891

1.160

R_ay[6,13]

8,614.075

3,068.191

1.102

R_ayu[6,1]

2,417.132

470.414

1.124

R_ayu[6,2]

2,652.394

575.898

1.164

R_ayu[6,3]

2,447.415

644.156

1.120

R_ayu[6,5]

17,350.758

1,202.016

1.272

R_ayu[5,6]

89.353

36.166

1.202

R_ayu[6,6]

25,363.841

1,224.548

1.286

R_ayu[6,7]

12,213.177

1,432.804

1.141

R_ayu[6,8]

22,044.877

2,019.914

1.242

R_ayu[6,10]

8,261.693

2,510.127

1.212

R_ayu[6,12]

14,208.245

3,411.416

1.161

R_ayu[6,13]

8,198.901

2,695.411

1.102

Rp_ayu[6,1]

2,402.288

451.323

1.124

Rp_ayu[6,2]

2,635.889

557.467

1.164

Rp_ayu[6,3]

2,429.838

622.730

1.120

Rp_ayu[6,5]

17,314.591

1,175.944

1.272

Rp_ayu[5,6]

86.403

34.116

1.203

Rp_ayu[6,6]

25,328.964

1,196.126

1.286

Rp_ayu[6,7]

12,173.443

1,398.923

1.141

Rp_ayu[6,8]

21,983.771

1,954.712

1.242

Rp_ayu[6,10]

8,195.166

2,452.229

1.212

Rp_ayu[6,12]

14,104.979

3,319.380

1.160

Rp_ayu[6,13]

8,118.732

2,590.530

1.102

Rp_ay[6,1]

2,482.494

523.970

1.124

Rp_ay[6,2]

2,739.027

649.087

1.164

Rp_ay[6,3]

2,529.717

704.512

1.119

Rp_ay[6,5]

17,498.938

1,353.887

1.272

Rp_ay[5,6]

102.643

44.211

1.204

Rp_ay[6,6]

25,507.003

1,368.130

1.286

Rp_ay[6,7]

12,382.978

1,585.611

1.141

Rp_ay[6,8]

22,287.143

2,228.810

1.242

Rp_ay[6,10]

8,575.116

2,818.955

1.212

Rp_ay[6,12]

14,623.271

3,794.199

1.160

Rp_ay[6,13]

8,522.522

2,963.520

1.102

Rb_ayu[6,1]

2,351.440

443.565

1.123

Rb_ayu[6,2]

2,587.056

544.123

1.166

Rb_ayu[6,3]

2,379.529

611.462

1.114

Rb_ayu[6,5]

16,910.827

1,157.541

1.271

Rb_ayu[5,6]

84.072

33.437

1.195

Rb_ayu[6,6]

24,570.469

1,171.916

1.286

Rb_ayu[6,7]

11,947.405

1,379.336

1.139

Rb_ayu[6,8]

21,774.560

1,927.129

1.242

Rb_ayu[6,10]

8,067.902

2,400.706

1.214

Rb_ayu[6,12]

13,881.849

3,246.654

1.158

Rb_ay[6,1]

2,429.074

510.038

1.123

Rb_ay[6,2]

2,686.753

635.082

1.165

Rb_ay[6,3]

2,476.227

685.907

1.114

Rb_ay[6,5]

17,089.269

1,323.328

1.271

Rb_ay[5,6]

99.667

43.172

1.197

Rb_ay[6,6]

24,742.714

1,341.490

1.286

Rb_ay[6,7]

12,149.861

1,558.583

1.139

Rb_ay[6,8]

22,067.749

2,178.692

1.242

Rb_ay[6,10]

8,434.290

2,764.720

1.213

Rb_ay[6,12]

14,383.001

3,702.464

1.158

Ry_ayg[5,1]

0.007

0.001

1.128

Ry_ayg[5,14]

0.140

0.028

1.141

Ry_ayg[5,19]

0.062

0.013

1.242

Ry_ayu[5,1]

0.485

0.011

1.120

Ry_ayu[9,1]

0.011

0.000

1.108

Ry_ayu[7,4]

0.014

0.001

1.109

Ry_ayu[5,5]

0.599

0.015

1.145

Ry_ayu[7,6]

0.011

0.001

1.123

Ry_ayu[9,7]

0.000

0.000

1.187

Ry_ayu[9,8]

0.000

0.000

1.162

Ry_ayu[9,9]

0.000

0.000

1.101

Ry_ayu[12,9]

0.070

0.023

1.129

Ry_ayu[12,10]

0.136

0.051

1.100

Ry_ayu[5,12]

0.612

0.017

1.138

Ry_ayu[9,14]

0.000

0.000

1.259

Ry_ayu[9,15]

0.000

0.000

1.145

Ry_ayu[5,16]

3.416

0.115

1.202

Ry_ayu[9,20]

0.015

0.001

1.135

Ry_ayu[9,22]

0.019

0.001

1.121

Ry_ayu[9,25]

0.045

0.002

1.110

Ry_ayu[7,26]

5.806

0.566

1.128

Ry_ayu[9,27]

0.124

0.005

1.125

Ry_ayu[10,27]

3.113

1.394

1.101

Ry_ayu[7,30]

6.575

0.672

1.113

Ry_ayu[9,32]

0.332

0.012

1.203

Ry_ayu[9,37]

0.238

0.001

1.148

Ry_ayu[6,40]

173.137

1.809

1.125

Ry_ayu[9,43]

0.868

0.018

1.153

Ry_ayu[9,45]

3.858

0.499

1.199

Ry_ay[5,1]

0.492

0.018

1.120

Ry_ay[5,5]

0.609

0.024

1.145

Ry_ay[5,12]

0.623

0.028

1.137

Ry_ay[5,16]

3.477

0.185

1.202

Ry_ay[7,30]

25.571

20.956

1.108

Ry_ay[9,37]

1.112

0.832

1.112

Ry_ay[6,40]

182.374

13.347

1.125

Ry_ay[9,43]

2.154

1.346

1.151

Ry_ay[9,45]

16.116

13.433

1.195

Ro_ayg[5,1]

0.029

0.003

1.156

Ro_ayg[10,2]

127.289

62.469

1.123

Ro_ayg[1,3]

91.761

44.633

1.115

Ro_ayg[1,4]

111.034

50.583

1.252

Ro_ayg[4,5]

0.017

0.008

1.110

Ro_ayg[6,5]

4.046

1.658

1.155

Ro_ayg[1,7]

141.548

68.258

1.129

Ro_ayg[1,8]

137.278

67.855

1.134

Ro_ayg[5,8]

0.146

0.023

1.205

Ro_ayg[9,8]

0.431

0.153

1.141

Ro_ayg[1,10]

175.609

82.116

1.169

Ro_ayg[5,12]

0.058

0.006

1.270

Ro_ayg[5,16]

0.255

0.037

1.270

Ro_ayg[5,17]

0.230

0.041

1.203

Ro_ayg[5,18]

0.121

0.019

1.169

Ro_ayg[6,18]

10.217

4.328

1.106

Ro_ayg[5,21]

0.609

0.098

1.150

Ro_ayu[4,1]

0.084

0.024

1.124

Ro_ayu[5,1]

0.447

0.008

1.180

Ro_ayu[5,2]

0.670

0.012

1.167

Ro_ayu[5,3]

0.524

0.010

1.135

Ro_ayu[9,3]

0.246

0.004

1.154

Ro_ayu[8,4]

0.239

0.087

1.144

Ro_ayu[9,4]

0.097

0.001

1.216

Ro_ayu[1,5]

35.028

16.834

1.106

Ro_ayu[6,5]

23.505

1.046

1.243

Ro_ayu[8,6]

0.325

0.114

1.162

Ro_ayu[7,7]

0.008

0.001

1.157

Ro_ayu[5,8]

2.740

0.055

1.131

Ro_ayu[8,8]

0.476

0.178

1.205

Ro_ayu[9,8]

0.019

0.000

1.204

Ro_ayu[12,8]

0.476

0.164

1.149

Ro_ayu[7,9]

0.007

0.000

1.148

Ro_ayu[9,10]

0.010

0.000

1.118

Ro_ayu[6,11]

61.101

2.420

1.213

Ro_ayu[5,12]

0.735

0.015

1.208

Ro_ayu[9,12]

0.016

0.000

1.257

Ro_ayu[1,13]

43.813

21.818

1.151

Ro_ayu[9,13]

0.017

0.000

1.123

Ro_ayu[9,17]

0.023

0.000

1.253

Ro_ayu[12,17]

1.379

0.507

1.120

Ro_ayu[5,18]

2.044

0.047

1.103

Ro_ayu[6,19]

54.817

2.413

1.119

Ro_ayu[9,19]

0.277

0.005

1.104

Ro_ayu[9,21]

0.649

0.018

1.154

Ro_ayu[9,22]

1.319

0.029

1.156

Ro_ayu[5,23]

8.414

0.203

1.165

Ro_ayu[9,23]

1.018

0.027

1.165

Ro_ayu[9,25]

1.309

0.056

1.220

Ro_ayu[5,33]

7.189

0.222

1.166

Ro_ayu[9,38]

0.273

0.009

1.117

Ro_ayu[9,40]

1.256

0.057

1.280

Ro_ayu[9,41]

1.057

0.060

1.101

Ro_ayu[7,42]

39.674

2.482

1.108

Ro_ay[5,1]

0.475

0.023

1.179

Ro_ay[5,2]

0.705

0.032

1.168

Ro_ay[10,2]

155.757

87.372

1.110

Ro_ay[1,3]

116.193

66.395

1.121

Ro_ay[5,3]

0.552

0.025

1.135

Ro_ay[1,4]

139.290

76.140

1.248

Ro_ay[6,5]

27.551

4.610

1.239

Ro_ay[1,7]

178.899

102.085

1.123

Ro_ay[1,8]

172.671

100.256

1.123

Ro_ay[5,8]

2.886

0.154

1.130

Ro_ay[9,8]

0.451

0.160

1.128

Ro_ay[1,10]

220.826

125.585

1.161

Ro_ay[6,11]

72.132

12.250

1.211

Ro_ay[5,12]

0.793

0.041

1.198

Ro_ay[5,18]

2.166

0.126

1.103

Ro_ay[6,19]

64.033

11.157

1.118

Ro_ay[5,23]

9.254

0.935

1.163

Ro_ay[5,33]

7.205

0.232

1.166

Ro_ay[9,40]

10.178

9.099

1.273

Ro_ay[7,42]

107.552

73.869

1.107

Rdnye_ayu[12,8]

0.475

0.163

1.150

Rdnye_ayu[12,17]

1.375

0.506

1.120

Rd_ayu[12,8]

0.654

0.308

1.124

Rd_ayu[12,17]

1.900

0.939

1.102

Rs_ayg[16,2]

2.061

0.852

1.176

Rs_ayu[12,3]

0.002

0.001

1.217

Rs_ayu[12,10]

0.002

0.001

1.141

Rs_ayu[12,14]

0.002

0.001

1.133

Rs_ayu[12,27]

0.017

0.004

1.146

Rs_ayu[12,33]

0.012

0.003

1.115

Rs_ayu[12,34]

0.031

0.009

1.113

Rs_ayu[12,36]

0.067

0.019

1.207

Rs_ay[16,2]

2.859

1.413

1.156

Rp_ayu_mort[6,1]

261.026

49.039

1.124

Rp_ayu_mort[6,2]

286.408

60.573

1.164

Rp_ayu_mort[6,3]

264.019

67.664

1.120

Rp_ayu_mort[6,5]

1,881.353

127.775

1.272

Rp_ayu_mort[5,6]

9.388

3.707

1.203

Rp_ayu_mort[6,6]

2,752.171

129.968

1.286

Rp_ayu_mort[6,7]

1,322.730

152.003

1.141

Rp_ayu_mort[6,8]

2,388.692

212.393

1.242

Rp_ayu_mort[6,10]

890.463

266.452

1.212

Rp_ayu_mort[6,12]

1,532.605

360.674

1.160

Rp_ayu_mort[6,13]

882.158

281.479

1.102

Rp_ay_mort[6,1]

269.211

56.197

1.124

Rp_ay_mort[6,2]

296.934

69.855

1.164

Rp_ay_mort[6,3]

274.213

76.071

1.119

Rp_ay_mort[6,5]

1,900.167

146.322

1.272

Rp_ay_mort[5,6]

11.046

4.751

1.204

Rp_ay_mort[6,6]

2,770.341

147.784

1.286

Rp_ay_mort[6,7]

1,344.116

171.352

1.141

Rp_ay_mort[6,8]

2,419.654

239.168

1.242

Rp_ay_mort[6,10]

929.241

303.845

1.212

Rp_ay_mort[6,12]

1,585.503

408.084

1.160

Rp_ay_mort[6,13]

923.369

320.392

1.102

Rb_ayu_mort[6,1]

255.500

48.196

1.123

Rb_ayu_mort[6,2]

281.102

59.123

1.166

Rb_ayu_mort[6,3]

258.553

66.440

1.114

Rb_ayu_mort[6,5]

1,837.481

125.775

1.271

Rb_ayu_mort[5,6]

9.135

3.633

1.195

Rb_ayu_mort[6,6]

2,669.755

127.337

1.286

Rb_ayu_mort[6,7]

1,298.170

149.875

1.139

Rb_ayu_mort[6,8]

2,365.960

209.396

1.242

Rb_ayu_mort[6,10]

876.634

260.854

1.214

Rb_ayu_mort[6,12]

1,508.361

352.772

1.158

Rb_ay_mort[6,1]

263.424

54.701

1.123

Rb_ay_mort[6,2]

291.277

68.576

1.165

Rb_ay_mort[6,3]

268.422

74.084

1.114

Rb_ay_mort[6,5]

1,855.693

142.605

1.271

Rb_ay_mort[5,6]

10.727

4.615

1.197

Rb_ay_mort[6,6]

2,687.334

144.818

1.286

Rb_ay_mort[6,7]

1,318.833

167.815

1.139

Rb_ay_mort[6,8]

2,395.883

234.749

1.242

Rb_ay_mort[6,10]

914.028

297.326

1.213

Rb_ay_mort[6,12]

1,559.509

399.351

1.158

Ry_ayg_mort[5,1]

0.006

0.001

1.128

Ry_ayg_mort[5,14]

0.128

0.025

1.141

Ry_ayg_mort[5,19]

0.057

0.012

1.242

Ry_ayu_mort[5,1]

0.425

0.009

1.120

Ry_ayu_mort[9,1]

0.009

0.000

1.108

Ry_ayu_mort[7,4]

0.012

0.001

1.109

Ry_ayu_mort[5,5]

0.526

0.013

1.145

Ry_ayu_mort[7,6]

0.010

0.001

1.123

Ry_ayu_mort[9,7]

0.000

0.000

1.187

Ry_ayu_mort[9,8]

0.000

0.000

1.162

Ry_ayu_mort[9,9]

0.000

0.000

1.101

Ry_ayu_mort[12,9]

0.063

0.020

1.129

Ry_ayu_mort[12,10]

0.122

0.046

1.100

Ry_ayu_mort[5,12]

0.537

0.015

1.138

Ry_ayu_mort[9,14]

0.000

0.000

1.259

Ry_ayu_mort[9,15]

0.000

0.000

1.145

Ry_ayu_mort[5,16]

2.995

0.101

1.202

Ry_ayu_mort[9,20]

0.013

0.000

1.135

Ry_ayu_mort[9,22]

0.017

0.001

1.121

Ry_ayu_mort[9,25]

0.039

0.001

1.110

Ry_ayu_mort[7,26]

5.091

0.496

1.128

Ry_ayu_mort[9,27]

0.108

0.004

1.125

Ry_ayu_mort[10,27]

2.730

1.222

1.101

Ry_ayu_mort[7,30]

5.766

0.589

1.113

Ry_ayu_mort[9,32]

0.291

0.010

1.203

Ry_ayu_mort[9,37]

0.059

0.000

1.148

Ry_ayu_mort[6,40]

43.106

0.450

1.125

Ry_ayu_mort[9,43]

0.216

0.004

1.153

Ry_ayu_mort[9,45]

0.961

0.124

1.199

Ry_ay_mort[5,1]

0.431

0.016

1.120

Ry_ay_mort[5,5]

0.534

0.021

1.145

Ry_ay_mort[5,12]

0.547

0.025

1.137

Ry_ay_mort[5,16]

3.051

0.164

1.202

Ry_ay_mort[7,30]

23.099

19.094

1.108

Ry_ay_mort[9,37]

0.304

0.231

1.105

Ry_ay_mort[6,40]

45.692

3.668

1.125

Ry_ay_mort[9,43]

0.576

0.372

1.151

Ry_ay_mort[9,45]

4.392

3.732

1.194

Rdnye_ayu_mort[12,8]

0.427

0.146

1.150

Rdnye_ayu_mort[12,17]

1.238

0.455

1.120

Rs_ayg_mort[16,2]

1.855

0.766

1.176

Rs_ayu_mort[12,3]

0.001

0.001

1.217

Rs_ayu_mort[12,10]

0.001

0.001

1.141

Rs_ayu_mort[12,14]

0.002

0.001

1.133

Rs_ayu_mort[12,27]

0.015

0.003

1.146

Rs_ayu_mort[12,33]

0.011

0.003

1.115

Rs_ayu_mort[12,34]

0.028

0.008

1.113

Rs_ayu_mort[12,36]

0.060

0.017

1.207

Rs_ay_mort[16,2]

2.573

1.271

1.156

Tp_ayu[6,1]

587.937

290.338

1.113

Tp_ayu[6,2]

684.718

367.199

1.144

Tp_ayu[6,3]

657.226

392.992

1.107

Tp_ayu[6,5]

2,614.656

748.825

1.272

Tp_ayu[5,6]

44.020

23.387

1.152

Tp_ayu[6,6]

3,463.395

753.618

1.286

Tp_ayu[6,7]

2,170.416

907.629

1.140

Tp_ayu[6,8]

3,621.698

1,263.898

1.241

Tp_ayu[6,10]

2,453.603

1,566.646

1.193

Tp_ayu[6,12]

3,702.779

2,077.163

1.156

Tp_ay[6,1]

640.396

329.608

1.111

Tp_ay[6,2]

750.940

420.189

1.140

Tp_ay[6,3]

722.994

455.639

1.105

Tp_ay[6,5]

2,735.556

854.968

1.272

Tp_ay[5,6]

51.269

28.059

1.144

Tp_ay[6,6]

3,582.328

861.800

1.286

Tp_ay[6,7]

2,310.965

1,029.581

1.140

Tp_ay[6,8]

3,827.202

1,420.648

1.241

Tp_ay[6,10]

2,710.818

1,771.957

1.190

Tp_ay[6,12]

4,059.006

2,364.920

1.155

Tb_ayu[6,1]

576.043

284.301

1.112

Tb_ayu[6,2]

671.519

358.229

1.146

Tb_ayu[6,3]

643.859

386.140

1.102

Tb_ayu[6,5]

2,556.926

731.560

1.271

Tb_ayu[5,6]

42.898

22.936

1.141

Tb_ayu[6,6]

3,367.176

739.817

1.286

Tb_ayu[6,7]

2,129.094

891.302

1.138

Tb_ayu[6,8]

3,573.822

1,236.777

1.241

Tb_ayu[6,10]

2,409.068

1,531.428

1.195

Tb_ayu[6,12]

3,635.801

2,030.750

1.153

Tb_ay[6,1]

626.809

322.942

1.110

Tb_ay[6,2]

735.561

409.043

1.142

Tb_ay[6,5]

2,673.875

836.404

1.271

Tb_ay[5,6]

49.859

27.573

1.134

Tb_ay[6,6]

3,482.209

842.666

1.286

Tb_ay[6,7]

2,264.906

1,005.209

1.138

Tb_ay[6,8]

3,772.399

1,394.250

1.241

Tb_ay[6,10]

2,657.292

1,739.277

1.192

Tb_ay[6,12]

3,980.147

2,328.975

1.153

Ty_ayg[16,2]

35.772

24.228

1.154

Ty_ayu[9,3]

0.026

0.004

1.123

Ty_ayu[9,4]

0.007

0.001

1.132

Ty_ayu[9,5]

0.005

0.001

1.144

Ty_ayu[9,18]

0.005

0.001

1.138

Ty_ayu[9,32]

2.996

0.578

1.110

Ty_ayu[9,46]

2.534

0.509

1.112

Ty_ay[16,2]

50.725

36.271

1.113

Tdnye_ayg[16,1]

45.836

30.341

1.100

Ts_ayg[16,2]

8.422

4.561

1.237

Ts_ayu[12,13]

0.011

0.004

1.195

Ts_ay[16,2]

11.152

6.782

1.223

Bb_ayg[5,8]

64.165

23.966

1.151

Bb_ayu[6,2]

3,209.247

1,587.623

1.108

Bb_ayu[6,3]

3,034.559

1,714.819

1.104

Bb_ayu[6,5]

12,244.723

3,236.059

1.278

Bb_ayu[5,6]

206.850

99.991

1.206

Bb_ayu[6,6]

16,932.591

3,296.127

1.289

Bb_ayu[6,7]

10,138.253

3,997.685

1.190

Bb_ayu[6,8]

15,208.106

5,525.757

1.258

Bb_ayu[6,9]

11,330.603

5,677.328

1.158

Bb_ayu[6,10]

11,675.301

6,932.875

1.150

Bb_ay[6,2]

3,509.138

1,829.551

1.104

Bb_ay[6,3]

3,336.650

1,959.141

1.102

Bb_ay[6,5]

12,788.508

3,758.553

1.278

Bb_ay[5,6]

240.414

120.375

1.199

Bb_ay[6,6]

17,472.663

3,791.481

1.289

Bb_ay[6,7]

10,776.979

4,588.862

1.190

Bb_ay[6,8]

16,139.400

6,295.299

1.258

Bb_ay[6,9]

12,262.237

6,524.588

1.158

Bb_ay[6,10]

12,836.361

7,904.172

1.148

By_ayg[16,2]

308.059

208.166

1.145

By_ayu[9,3]

0.254

0.040

1.130

By_ayu[9,4]

0.068

0.011

1.106

By_ayu[9,5]

0.048

0.008

1.156

By_ayu[9,18]

0.048

0.008

1.148

By_ayu[9,32]

29.672

5.694

1.103

By_ayu[9,45]

44.970

8.476

1.102

By_ayu[9,46]

25.347

4.979

1.119

By_ay[16,2]

427.067

305.802

1.108

Bdnye_ayg[16,1]

114.983

76.094

1.101

Bs_ayg[16,2]

33.052

17.664

1.236

Bs_ayu[12,10]

0.042

0.020

1.120

Bs_ayu[12,13]

0.037

0.015

1.216

Bs_ay[16,2]

42.594

25.627

1.224

Parameter estimates:

Summary Table of Parameter Estimates
Parameter mean sd Lower_CI Median Upper_CI
mu_bc_H[1] -0.090 0.078 -0.228 -0.097 0.084
mu_bc_H[2] -0.059 0.052 -0.149 -0.063 0.059
mu_bc_H[3] -0.416 0.067 -0.542 -0.418 -0.276
mu_bc_H[4] -0.979 0.190 -1.362 -0.977 -0.622
mu_bc_H[5] 0.661 0.674 -0.228 0.546 2.253
mu_bc_H[6] -2.265 0.308 -2.846 -2.265 -1.657
mu_bc_H[7] -0.476 0.110 -0.694 -0.475 -0.264
mu_bc_H[8] 0.225 0.347 -0.360 0.200 1.030
mu_bc_H[9] -0.292 0.131 -0.548 -0.295 -0.029
mu_bc_H[10] -0.087 0.069 -0.214 -0.091 0.059
mu_bc_H[11] -0.142 0.037 -0.216 -0.141 -0.067
mu_bc_H[12] -0.265 0.102 -0.493 -0.260 -0.069
mu_bc_H[13] -0.111 0.075 -0.254 -0.111 0.039
mu_bc_H[14] -0.289 0.092 -0.468 -0.287 -0.112
mu_bc_H[15] -0.341 0.049 -0.436 -0.342 -0.243
mu_bc_H[16] -0.375 0.362 -1.013 -0.392 0.417
mu_bc_R[1] 1.238 0.113 1.011 1.239 1.454
mu_bc_R[2] 1.361 0.088 1.178 1.365 1.521
mu_bc_R[3] 1.236 0.089 1.058 1.238 1.405
mu_bc_R[4] 0.886 0.186 0.496 0.894 1.231
mu_bc_R[5] 1.320 0.367 0.616 1.314 2.032
mu_bc_R[6] -1.333 0.349 -1.993 -1.330 -0.661
mu_bc_R[7] 0.543 0.187 0.170 0.547 0.900
mu_bc_R[8] 0.609 0.144 0.327 0.605 0.882
mu_bc_R[9] 0.299 0.194 -0.114 0.307 0.657
mu_bc_R[10] 1.172 0.113 0.947 1.173 1.383
mu_bc_R[11] 1.153 0.069 1.021 1.153 1.292
mu_bc_R[12] 0.871 0.163 0.556 0.868 1.196
mu_bc_R[13] 0.914 0.084 0.747 0.916 1.075
mu_bc_R[14] 0.908 0.124 0.662 0.910 1.143
mu_bc_R[15] 0.717 0.083 0.558 0.715 0.886
mu_bc_R[16] 1.168 0.104 0.965 1.167 1.376
tau_pH[1] 6.400 0.548 5.365 6.382 7.529
tau_pH[2] 1.866 0.211 1.481 1.859 2.296
tau_pH[3] 2.228 0.236 1.802 2.215 2.732
beta0_pH[1,1] 0.533 0.167 0.199 0.540 0.828
beta0_pH[2,1] 1.467 0.145 1.169 1.469 1.733
beta0_pH[3,1] 1.409 0.187 0.978 1.433 1.705
beta0_pH[4,1] 1.558 0.223 1.066 1.579 1.916
beta0_pH[5,1] -0.934 0.261 -1.489 -0.916 -0.504
beta0_pH[6,1] -0.483 0.309 -1.286 -0.425 -0.045
beta0_pH[7,1] 0.738 0.087 0.560 0.739 0.909
beta0_pH[8,1] -0.747 0.304 -1.489 -0.708 -0.254
beta0_pH[9,1] -0.651 0.263 -1.231 -0.635 -0.193
beta0_pH[10,1] 0.344 0.153 0.039 0.347 0.629
beta0_pH[11,1] -0.110 0.146 -0.395 -0.110 0.168
beta0_pH[12,1] 0.507 0.158 0.192 0.506 0.811
beta0_pH[13,1] 0.001 0.127 -0.250 0.002 0.252
beta0_pH[14,1] -0.264 0.141 -0.557 -0.259 -0.002
beta0_pH[15,1] -0.046 0.147 -0.349 -0.042 0.232
beta0_pH[16,1] -0.262 0.174 -0.631 -0.253 0.053
beta0_pH[1,2] 2.593 0.220 2.161 2.599 3.016
beta0_pH[2,2] 2.869 0.167 2.543 2.868 3.210
beta0_pH[3,2] 3.395 0.189 3.036 3.388 3.782
beta0_pH[4,2] 3.080 0.162 2.764 3.082 3.398
beta0_pH[5,2] 4.471 1.338 2.701 4.181 7.909
beta0_pH[6,2] 3.283 0.245 2.809 3.277 3.751
beta0_pH[7,2] 1.923 0.236 1.439 1.926 2.376
beta0_pH[8,2] 2.825 0.202 2.427 2.827 3.218
beta0_pH[9,2] 3.887 0.279 3.345 3.881 4.442
beta0_pH[10,2] 3.788 0.234 3.332 3.784 4.249
beta0_pH[11,2] 1.855 0.168 1.514 1.855 2.180
beta0_pH[12,2] 1.625 0.198 1.231 1.624 2.008
beta0_pH[13,2] 2.339 0.200 1.935 2.341 2.734
beta0_pH[14,2] 1.632 0.179 1.282 1.632 1.989
beta0_pH[15,2] 2.394 0.197 2.009 2.397 2.781
beta0_pH[16,2] 2.521 0.207 2.120 2.517 2.920
beta0_pH[1,3] 0.403 0.666 -1.061 0.509 1.276
beta0_pH[2,3] 2.076 0.179 1.733 2.077 2.424
beta0_pH[3,3] 2.673 0.158 2.361 2.671 2.990
beta0_pH[4,3] 3.000 0.177 2.655 2.996 3.350
beta0_pH[5,3] 3.063 1.801 0.793 2.662 7.637
beta0_pH[6,3] 1.164 0.376 0.490 1.146 1.953
beta0_pH[7,3] 0.568 0.198 0.185 0.565 0.976
beta0_pH[8,3] 0.274 0.194 -0.107 0.275 0.651
beta0_pH[9,3] -1.766 0.921 -3.481 -1.798 -0.278
beta0_pH[10,3] -0.386 0.639 -1.697 -0.366 0.765
beta0_pH[11,3] 1.097 0.381 0.277 1.109 1.838
beta0_pH[12,3] 0.820 0.423 -0.107 0.849 1.580
beta0_pH[13,3] 1.069 0.409 0.157 1.135 1.666
beta0_pH[14,3] 0.659 0.433 -0.311 0.694 1.409
beta0_pH[15,3] 0.924 0.366 0.073 0.995 1.453
beta0_pH[16,3] 1.020 0.344 0.257 1.089 1.513
beta1_pH[1,1] 3.224 0.660 2.309 3.086 4.951
beta1_pH[2,1] 1.742 0.243 1.302 1.728 2.266
beta1_pH[3,1] 1.878 0.348 1.394 1.818 2.740
beta1_pH[4,1] 2.152 0.423 1.563 2.085 3.257
beta1_pH[5,1] 2.261 0.304 1.763 2.235 2.911
beta1_pH[6,1] 2.562 0.809 1.440 2.378 4.543
beta1_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,1] 2.925 0.780 1.780 2.748 4.717
beta1_pH[9,1] 2.243 0.368 1.653 2.198 3.122
beta1_pH[10,1] 2.147 0.238 1.714 2.136 2.631
beta1_pH[11,1] 3.335 0.201 2.947 3.330 3.748
beta1_pH[12,1] 2.871 0.191 2.498 2.869 3.249
beta1_pH[13,1] 2.696 0.194 2.313 2.693 3.077
beta1_pH[14,1] 3.343 0.204 2.958 3.331 3.757
beta1_pH[15,1] 2.639 0.206 2.253 2.631 3.066
beta1_pH[16,1] 3.072 0.230 2.666 3.057 3.570
beta1_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta1_pH[1,3] 2.959 1.564 1.208 2.458 6.780
beta1_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta1_pH[8,3] 3.563 0.680 2.282 3.533 4.982
beta1_pH[9,3] 3.984 1.053 2.297 3.951 6.166
beta1_pH[10,3] 5.306 1.878 2.786 4.920 10.214
beta1_pH[11,3] 1.513 0.436 0.686 1.508 2.410
beta1_pH[12,3] 2.464 0.481 1.588 2.440 3.474
beta1_pH[13,3] 0.492 0.448 0.000 0.419 1.501
beta1_pH[14,3] 1.577 0.488 0.683 1.548 2.596
beta1_pH[15,3] 0.403 0.396 0.000 0.309 1.317
beta1_pH[16,3] 0.375 0.377 0.000 0.264 1.254
beta2_pH[1,1] 0.441 0.146 0.226 0.419 0.782
beta2_pH[2,1] 0.906 0.529 0.328 0.766 2.375
beta2_pH[3,1] 0.873 0.606 0.219 0.699 2.583
beta2_pH[4,1] 0.626 0.363 0.208 0.548 1.634
beta2_pH[5,1] 1.908 1.105 0.437 1.726 4.656
beta2_pH[6,1] 0.349 0.416 0.118 0.260 1.105
beta2_pH[7,1] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,1] 0.269 0.166 0.127 0.243 0.541
beta2_pH[9,1] 0.487 0.268 0.211 0.443 0.995
beta2_pH[10,1] 0.725 0.324 0.352 0.656 1.512
beta2_pH[11,1] 0.762 0.170 0.489 0.742 1.150
beta2_pH[12,1] 1.162 0.341 0.726 1.090 2.002
beta2_pH[13,1] 0.849 0.217 0.516 0.827 1.331
beta2_pH[14,1] 0.841 0.179 0.554 0.821 1.255
beta2_pH[15,1] 0.767 0.210 0.422 0.746 1.259
beta2_pH[16,1] 0.770 0.196 0.434 0.753 1.201
beta2_pH[1,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[2,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[9,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[10,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[11,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[12,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[13,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[14,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[15,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[16,2] 0.000 0.000 0.000 0.000 0.000
beta2_pH[1,3] 4.251 5.900 0.128 0.893 21.419
beta2_pH[2,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[3,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[4,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[5,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[6,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[7,3] 0.000 0.000 0.000 0.000 0.000
beta2_pH[8,3] 5.566 3.531 1.132 4.885 14.191
beta2_pH[9,3] 2.125 3.481 0.230 0.539 12.754
beta2_pH[10,3] 1.254 2.880 0.175 0.409 10.831
beta2_pH[11,3] -7.815 5.647 -21.455 -6.253 -0.928
beta2_pH[12,3] -7.671 5.643 -21.516 -5.825 -1.270
beta2_pH[13,3] -8.024 5.780 -21.530 -6.440 -0.799
beta2_pH[14,3] -7.947 5.650 -21.811 -6.320 -1.370
beta2_pH[15,3] -7.919 5.692 -21.665 -6.477 -0.883
beta2_pH[16,3] -7.984 5.840 -21.749 -6.325 -0.645
beta3_pH[1,1] 36.226 1.301 34.184 36.041 39.570
beta3_pH[2,1] 32.770 0.886 31.115 32.754 34.657
beta3_pH[3,1] 33.251 1.003 31.372 33.218 35.331
beta3_pH[4,1] 33.082 1.220 30.999 33.006 35.720
beta3_pH[5,1] 27.282 0.505 26.398 27.268 28.184
beta3_pH[6,1] 35.525 2.682 30.852 35.212 41.091
beta3_pH[7,1] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,1] 36.618 2.700 31.294 36.661 41.637
beta3_pH[9,1] 30.263 1.405 27.765 30.149 33.263
beta3_pH[10,1] 32.653 0.794 31.167 32.647 34.302
beta3_pH[11,1] 30.432 0.438 29.585 30.428 31.292
beta3_pH[12,1] 30.456 0.339 29.794 30.460 31.088
beta3_pH[13,1] 32.775 0.519 31.773 32.761 33.784
beta3_pH[14,1] 32.061 0.437 31.233 32.046 32.956
beta3_pH[15,1] 31.334 0.575 30.193 31.329 32.482
beta3_pH[16,1] 30.770 0.488 29.795 30.776 31.701
beta3_pH[1,2] 33.473 4.867 25.429 33.455 41.607
beta3_pH[2,2] 33.572 4.910 25.445 33.645 41.603
beta3_pH[3,2] 30.071 6.863 18.508 30.260 41.312
beta3_pH[4,2] 29.998 6.924 18.622 30.051 41.370
beta3_pH[5,2] 30.042 6.842 18.776 30.134 41.348
beta3_pH[6,2] 29.910 6.960 18.656 30.032 41.457
beta3_pH[7,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[9,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[10,2] 25.000 0.000 25.000 25.000 25.000
beta3_pH[11,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[12,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[13,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[14,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[15,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[16,2] 24.000 0.000 24.000 24.000 24.000
beta3_pH[1,3] 37.259 2.792 32.246 37.329 41.528
beta3_pH[2,3] 33.555 4.907 25.426 33.601 41.568
beta3_pH[3,3] 30.218 6.971 18.682 30.545 41.445
beta3_pH[4,3] 30.052 6.928 18.541 30.303 41.438
beta3_pH[5,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[6,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[7,3] 25.000 0.000 25.000 25.000 25.000
beta3_pH[8,3] 41.565 0.305 41.112 41.585 41.959
beta3_pH[9,3] 31.558 1.763 28.413 31.506 34.087
beta3_pH[10,3] 36.196 1.749 33.343 35.995 40.751
beta3_pH[11,3] 40.352 0.943 38.605 40.329 42.274
beta3_pH[12,3] 40.928 0.584 39.636 41.008 41.902
beta3_pH[13,3] 39.797 3.460 30.197 41.181 42.905
beta3_pH[14,3] 40.453 0.867 38.934 40.499 41.839
beta3_pH[15,3] 39.794 3.103 30.462 40.826 42.875
beta3_pH[16,3] 39.076 3.585 29.936 40.339 42.861
beta4_pH[1,1,1] 0.685 0.282 0.306 0.640 1.279
beta4_pH[2,1,1] 0.857 0.215 0.545 0.832 1.258
beta4_pH[3,1,1] 0.904 0.268 0.515 0.861 1.461
beta4_pH[4,1,1] 0.798 0.268 0.431 0.749 1.341
beta4_pH[5,1,1] 0.655 0.537 0.083 0.479 1.973
beta4_pH[6,1,1] 1.835 1.596 0.234 1.353 6.361
beta4_pH[7,1,1] 1.095 0.614 0.349 0.944 2.477
beta4_pH[8,1,1] 0.743 0.427 0.224 0.641 1.716
beta4_pH[9,1,1] 0.927 0.556 0.275 0.765 2.204
beta4_pH[10,1,1] 0.725 0.281 0.346 0.673 1.296
beta4_pH[11,1,1] 0.694 0.250 0.351 0.655 1.193
beta4_pH[12,1,1] 0.921 0.378 0.435 0.831 1.726
beta4_pH[13,1,1] 0.749 0.268 0.383 0.702 1.304
beta4_pH[14,1,1] 1.033 0.338 0.562 0.982 1.708
beta4_pH[15,1,1] 0.911 0.266 0.536 0.876 1.437
beta4_pH[16,1,1] 0.891 0.358 0.419 0.813 1.646
beta4_pH[1,2,1] 0.695 0.287 0.308 0.651 1.284
beta4_pH[2,2,1] 0.847 0.216 0.545 0.813 1.264
beta4_pH[3,2,1] 0.906 0.278 0.513 0.853 1.471
beta4_pH[4,2,1] 0.820 0.272 0.430 0.782 1.345
beta4_pH[5,2,1] 0.669 0.550 0.083 0.504 2.015
beta4_pH[6,2,1] 1.862 1.618 0.239 1.365 6.484
beta4_pH[7,2,1] 1.098 0.607 0.351 0.928 2.476
beta4_pH[8,2,1] 0.754 0.430 0.225 0.641 1.713
beta4_pH[9,2,1] 0.943 0.548 0.276 0.796 2.182
beta4_pH[10,2,1] 0.724 0.277 0.346 0.678 1.288
beta4_pH[11,2,1] 0.690 0.249 0.351 0.643 1.193
beta4_pH[12,2,1] 0.936 0.380 0.442 0.850 1.721
beta4_pH[13,2,1] 0.745 0.264 0.378 0.702 1.292
beta4_pH[14,2,1] 1.027 0.339 0.561 0.967 1.709
beta4_pH[15,2,1] 0.916 0.265 0.537 0.878 1.439
beta4_pH[16,2,1] 0.893 0.355 0.420 0.826 1.648
beta4_pH[1,3,1] 0.706 0.287 0.307 0.665 1.285
beta4_pH[2,3,1] 0.851 0.217 0.542 0.815 1.268
beta4_pH[3,3,1] 0.901 0.271 0.515 0.859 1.461
beta4_pH[4,3,1] 0.810 0.271 0.431 0.769 1.348
beta4_pH[5,3,1] 0.658 0.533 0.086 0.500 1.983
beta4_pH[6,3,1] 1.850 1.606 0.237 1.371 6.555
beta4_pH[7,3,1] 1.111 0.619 0.349 0.952 2.469
beta4_pH[8,3,1] 0.758 0.429 0.225 0.664 1.720
beta4_pH[9,3,1] 0.927 0.545 0.270 0.779 2.173
beta4_pH[10,3,1] 0.724 0.280 0.343 0.672 1.293
beta4_pH[11,3,1] 0.693 0.247 0.351 0.652 1.191
beta4_pH[12,3,1] 0.923 0.374 0.435 0.847 1.711
beta4_pH[13,3,1] 0.742 0.266 0.378 0.697 1.295
beta4_pH[14,3,1] 1.028 0.333 0.562 0.970 1.711
beta4_pH[15,3,1] 0.912 0.263 0.538 0.872 1.434
beta4_pH[16,3,1] 0.887 0.356 0.417 0.819 1.640
beta4_pH[1,4,1] 0.693 0.285 0.310 0.643 1.283
beta4_pH[2,4,1] 0.847 0.212 0.543 0.823 1.257
beta4_pH[3,4,1] 0.905 0.269 0.512 0.867 1.459
beta4_pH[4,4,1] 0.805 0.274 0.430 0.756 1.351
beta4_pH[5,4,1] 0.658 0.541 0.085 0.480 1.978
beta4_pH[6,4,1] 1.829 1.570 0.237 1.373 6.376
beta4_pH[7,4,1] 1.106 0.622 0.347 0.943 2.492
beta4_pH[8,4,1] 0.763 0.428 0.223 0.672 1.714
beta4_pH[9,4,1] 0.931 0.551 0.275 0.772 2.182
beta4_pH[10,4,1] 0.721 0.280 0.344 0.669 1.292
beta4_pH[11,4,1] 0.694 0.247 0.355 0.648 1.196
beta4_pH[12,4,1] 0.942 0.379 0.440 0.855 1.719
beta4_pH[13,4,1] 0.742 0.270 0.379 0.686 1.292
beta4_pH[14,4,1] 1.022 0.331 0.563 0.972 1.698
beta4_pH[15,4,1] 0.919 0.269 0.539 0.882 1.445
beta4_pH[16,4,1] 0.901 0.357 0.422 0.831 1.642
beta4_pH[1,5,1] 0.694 0.281 0.304 0.645 1.281
beta4_pH[2,5,1] 0.851 0.213 0.546 0.822 1.265
beta4_pH[3,5,1] 0.906 0.273 0.517 0.863 1.477
beta4_pH[4,5,1] 0.812 0.266 0.430 0.772 1.334
beta4_pH[5,5,1] 0.664 0.538 0.085 0.502 1.976
beta4_pH[6,5,1] 1.916 1.636 0.236 1.390 6.557
beta4_pH[7,5,1] 1.096 0.610 0.353 0.930 2.498
beta4_pH[8,5,1] 0.761 0.433 0.227 0.656 1.729
beta4_pH[9,5,1] 0.931 0.549 0.275 0.782 2.189
beta4_pH[10,5,1] 0.716 0.269 0.347 0.664 1.279
beta4_pH[11,5,1] 0.685 0.244 0.355 0.640 1.194
beta4_pH[12,5,1] 0.939 0.383 0.441 0.857 1.731
beta4_pH[13,5,1] 0.749 0.268 0.381 0.704 1.290
beta4_pH[14,5,1] 1.027 0.337 0.562 0.968 1.701
beta4_pH[15,5,1] 0.927 0.264 0.542 0.888 1.434
beta4_pH[16,5,1] 0.901 0.363 0.419 0.824 1.668
beta4_pH[1,6,1] 0.695 0.284 0.304 0.644 1.280
beta4_pH[2,6,1] 0.859 0.214 0.545 0.832 1.254
beta4_pH[3,6,1] 0.909 0.272 0.517 0.869 1.464
beta4_pH[4,6,1] 0.808 0.269 0.430 0.764 1.340
beta4_pH[5,6,1] 0.638 0.528 0.083 0.474 1.952
beta4_pH[6,6,1] 1.863 1.595 0.240 1.375 6.358
beta4_pH[7,6,1] 1.094 0.613 0.346 0.947 2.463
beta4_pH[8,6,1] 0.762 0.432 0.225 0.657 1.727
beta4_pH[9,6,1] 0.924 0.534 0.281 0.788 2.182
beta4_pH[10,6,1] 0.724 0.279 0.347 0.681 1.298
beta4_pH[11,6,1] 0.688 0.246 0.352 0.646 1.185
beta4_pH[12,6,1] 0.918 0.372 0.435 0.840 1.723
beta4_pH[13,6,1] 0.740 0.266 0.379 0.692 1.294
beta4_pH[14,6,1] 1.026 0.333 0.565 0.971 1.697
beta4_pH[15,6,1] 0.920 0.264 0.543 0.882 1.445
beta4_pH[16,6,1] 0.904 0.363 0.424 0.825 1.660
beta4_pH[1,7,1] 0.700 0.286 0.306 0.656 1.283
beta4_pH[2,7,1] 0.851 0.215 0.544 0.823 1.262
beta4_pH[3,7,1] 0.905 0.270 0.516 0.866 1.473
beta4_pH[4,7,1] 0.807 0.270 0.430 0.770 1.344
beta4_pH[5,7,1] 0.672 0.550 0.084 0.497 1.998
beta4_pH[6,7,1] 1.890 1.628 0.242 1.373 6.569
beta4_pH[7,7,1] 1.125 0.625 0.348 0.971 2.501
beta4_pH[8,7,1] 0.753 0.427 0.226 0.654 1.724
beta4_pH[9,7,1] 0.923 0.553 0.277 0.773 2.202
beta4_pH[10,7,1] 0.727 0.278 0.348 0.682 1.287
beta4_pH[11,7,1] 0.689 0.250 0.352 0.643 1.193
beta4_pH[12,7,1] 0.944 0.386 0.439 0.851 1.731
beta4_pH[13,7,1] 0.750 0.269 0.381 0.701 1.295
beta4_pH[14,7,1] 1.033 0.339 0.562 0.974 1.702
beta4_pH[15,7,1] 0.911 0.264 0.538 0.872 1.441
beta4_pH[16,7,1] 0.905 0.366 0.418 0.835 1.665
beta4_pH[1,8,1] 0.691 0.285 0.306 0.649 1.281
beta4_pH[2,8,1] 0.856 0.216 0.543 0.826 1.268
beta4_pH[3,8,1] 0.911 0.275 0.515 0.864 1.479
beta4_pH[4,8,1] 0.810 0.270 0.433 0.769 1.348
beta4_pH[5,8,1] 0.669 0.543 0.086 0.510 1.993
beta4_pH[6,8,1] 1.923 1.666 0.231 1.419 6.616
beta4_pH[7,8,1] 1.096 0.611 0.350 0.952 2.503
beta4_pH[8,8,1] 0.762 0.430 0.229 0.654 1.711
beta4_pH[9,8,1] 0.915 0.537 0.276 0.775 2.182
beta4_pH[10,8,1] 0.732 0.278 0.343 0.685 1.284
beta4_pH[11,8,1] 0.691 0.246 0.353 0.642 1.192
beta4_pH[12,8,1] 0.935 0.386 0.438 0.844 1.743
beta4_pH[13,8,1] 0.742 0.271 0.377 0.696 1.291
beta4_pH[14,8,1] 1.026 0.334 0.558 0.973 1.700
beta4_pH[15,8,1] 0.919 0.267 0.540 0.879 1.441
beta4_pH[16,8,1] 0.891 0.363 0.418 0.818 1.652
beta4_pH[1,9,1] 0.689 0.285 0.306 0.640 1.283
beta4_pH[2,9,1] 0.851 0.214 0.546 0.825 1.264
beta4_pH[3,9,1] 0.920 0.276 0.517 0.886 1.476
beta4_pH[4,9,1] 0.812 0.267 0.434 0.770 1.346
beta4_pH[5,9,1] 0.659 0.528 0.085 0.502 1.991
beta4_pH[6,9,1] 1.887 1.643 0.238 1.379 6.510
beta4_pH[7,9,1] 1.122 0.622 0.349 0.967 2.518
beta4_pH[8,9,1] 0.759 0.439 0.223 0.651 1.731
beta4_pH[9,9,1] 0.930 0.546 0.275 0.781 2.159
beta4_pH[10,9,1] 0.725 0.281 0.346 0.679 1.286
beta4_pH[11,9,1] 0.688 0.246 0.350 0.644 1.192
beta4_pH[12,9,1] 0.937 0.383 0.438 0.862 1.720
beta4_pH[13,9,1] 0.745 0.269 0.380 0.693 1.296
beta4_pH[14,9,1] 1.033 0.343 0.557 0.975 1.713
beta4_pH[15,9,1] 0.920 0.268 0.535 0.881 1.443
beta4_pH[16,9,1] 0.892 0.355 0.418 0.829 1.656
beta4_pH[1,10,1] 0.690 0.285 0.306 0.635 1.284
beta4_pH[2,10,1] 0.855 0.213 0.547 0.828 1.260
beta4_pH[3,10,1] 0.902 0.270 0.514 0.859 1.459
beta4_pH[4,10,1] 0.810 0.269 0.432 0.770 1.349
beta4_pH[5,10,1] 0.665 0.539 0.084 0.506 1.974
beta4_pH[6,10,1] 1.836 1.573 0.238 1.373 6.323
beta4_pH[7,10,1] 1.097 0.617 0.346 0.939 2.489
beta4_pH[8,10,1] 0.749 0.427 0.226 0.644 1.724
beta4_pH[9,10,1] 0.925 0.539 0.276 0.776 2.179
beta4_pH[10,10,1] 0.735 0.281 0.346 0.687 1.296
beta4_pH[11,10,1] 0.693 0.249 0.352 0.650 1.195
beta4_pH[12,10,1] 0.923 0.377 0.436 0.835 1.733
beta4_pH[13,10,1] 0.747 0.267 0.382 0.700 1.287
beta4_pH[14,10,1] 1.027 0.337 0.562 0.966 1.701
beta4_pH[15,10,1] 0.916 0.263 0.540 0.878 1.437
beta4_pH[16,10,1] 0.896 0.357 0.425 0.815 1.646
beta4_pH[1,11,1] 0.690 0.277 0.306 0.645 1.274
beta4_pH[2,11,1] 0.855 0.214 0.543 0.828 1.260
beta4_pH[3,11,1] 0.904 0.272 0.513 0.857 1.463
beta4_pH[4,11,1] 0.809 0.269 0.431 0.771 1.338
beta4_pH[5,11,1] 0.663 0.540 0.085 0.503 1.972
beta4_pH[6,11,1] 1.835 1.590 0.236 1.372 6.518
beta4_pH[7,11,1] 1.108 0.617 0.351 0.965 2.487
beta4_pH[8,11,1] 0.769 0.435 0.226 0.674 1.721
beta4_pH[9,11,1] 0.922 0.543 0.279 0.770 2.156
beta4_pH[10,11,1] 0.737 0.279 0.348 0.696 1.293
beta4_pH[11,11,1] 0.693 0.245 0.353 0.648 1.188
beta4_pH[12,11,1] 0.924 0.380 0.436 0.842 1.726
beta4_pH[13,11,1] 0.747 0.265 0.378 0.708 1.284
beta4_pH[14,11,1] 1.035 0.335 0.562 0.976 1.697
beta4_pH[15,11,1] 0.921 0.271 0.536 0.877 1.443
beta4_pH[16,11,1] 0.902 0.357 0.423 0.836 1.639
beta4_pH[1,12,1] 0.693 0.284 0.306 0.643 1.290
beta4_pH[2,12,1] 0.847 0.214 0.544 0.816 1.255
beta4_pH[3,12,1] 0.916 0.272 0.515 0.876 1.479
beta4_pH[4,12,1] 0.811 0.271 0.429 0.777 1.345
beta4_pH[5,12,1] 0.657 0.545 0.084 0.484 2.006
beta4_pH[6,12,1] 1.866 1.614 0.242 1.377 6.448
beta4_pH[7,12,1] 1.100 0.609 0.349 0.955 2.476
beta4_pH[8,12,1] 0.766 0.436 0.225 0.668 1.724
beta4_pH[9,12,1] 0.937 0.550 0.275 0.797 2.197
beta4_pH[10,12,1] 0.721 0.275 0.347 0.678 1.289
beta4_pH[11,12,1] 0.690 0.252 0.350 0.651 1.189
beta4_pH[12,12,1] 0.918 0.373 0.440 0.835 1.723
beta4_pH[13,12,1] 0.752 0.272 0.381 0.704 1.292
beta4_pH[14,12,1] 1.017 0.335 0.557 0.956 1.701
beta4_pH[15,12,1] 0.915 0.266 0.538 0.875 1.441
beta4_pH[16,12,1] 0.908 0.364 0.424 0.830 1.646
beta4_pH[1,13,1] 0.694 0.281 0.307 0.651 1.279
beta4_pH[2,13,1] 0.852 0.213 0.543 0.825 1.259
beta4_pH[3,13,1] 0.913 0.275 0.518 0.872 1.474
beta4_pH[4,13,1] 0.801 0.267 0.434 0.756 1.336
beta4_pH[5,13,1] 0.639 0.528 0.084 0.477 1.937
beta4_pH[6,13,1] 1.901 1.612 0.243 1.417 6.433
beta4_pH[7,13,1] 1.103 0.616 0.348 0.959 2.495
beta4_pH[8,13,1] 0.758 0.431 0.225 0.657 1.710
beta4_pH[9,13,1] 0.941 0.554 0.277 0.803 2.197
beta4_pH[10,13,1] 0.725 0.281 0.344 0.675 1.293
beta4_pH[11,13,1] 0.689 0.242 0.353 0.647 1.182
beta4_pH[12,13,1] 0.926 0.380 0.437 0.844 1.729
beta4_pH[13,13,1] 0.748 0.266 0.380 0.692 1.284
beta4_pH[14,13,1] 1.020 0.332 0.563 0.959 1.695
beta4_pH[15,13,1] 0.915 0.266 0.536 0.877 1.433
beta4_pH[16,13,1] 0.904 0.366 0.422 0.833 1.667
beta4_pH[1,14,1] 0.694 0.283 0.308 0.645 1.281
beta4_pH[2,14,1] 0.883 0.218 0.549 0.863 1.267
beta4_pH[3,14,1] 0.872 0.264 0.512 0.827 1.454
beta4_pH[4,14,1] 0.809 0.271 0.429 0.769 1.344
beta4_pH[5,14,1] 0.641 0.522 0.085 0.480 1.937
beta4_pH[6,14,1] 1.966 1.598 0.251 1.459 6.525
beta4_pH[7,14,1] 1.096 0.597 0.349 0.954 2.464
beta4_pH[8,14,1] 0.744 0.428 0.224 0.647 1.704
beta4_pH[9,14,1] 0.897 0.536 0.273 0.749 2.155
beta4_pH[10,14,1] 0.746 0.283 0.346 0.704 1.290
beta4_pH[11,14,1] 0.687 0.247 0.350 0.648 1.189
beta4_pH[12,14,1] 0.923 0.377 0.437 0.834 1.726
beta4_pH[13,14,1] 0.746 0.269 0.378 0.703 1.299
beta4_pH[14,14,1] 1.031 0.335 0.562 0.976 1.703
beta4_pH[15,14,1] 0.920 0.271 0.538 0.885 1.448
beta4_pH[16,14,1] 0.900 0.359 0.422 0.828 1.655
beta4_pH[1,15,1] 0.748 0.295 0.310 0.715 1.304
beta4_pH[2,15,1] 0.914 0.215 0.547 0.920 1.275
beta4_pH[3,15,1] 0.944 0.265 0.526 0.920 1.461
beta4_pH[4,15,1] 0.807 0.268 0.433 0.770 1.342
beta4_pH[5,15,1] 0.590 0.490 0.084 0.436 1.859
beta4_pH[6,15,1] 1.838 1.530 0.241 1.411 6.329
beta4_pH[7,15,1] 1.126 0.623 0.348 0.962 2.513
beta4_pH[8,15,1] 0.748 0.425 0.223 0.647 1.708
beta4_pH[9,15,1] 0.889 0.525 0.274 0.751 2.162
beta4_pH[10,15,1] 0.749 0.283 0.346 0.706 1.297
beta4_pH[11,15,1] 0.690 0.246 0.353 0.644 1.186
beta4_pH[12,15,1] 0.949 0.382 0.440 0.877 1.730
beta4_pH[13,15,1] 0.748 0.268 0.379 0.706 1.291
beta4_pH[14,15,1] 1.011 0.328 0.560 0.953 1.695
beta4_pH[15,15,1] 0.922 0.269 0.539 0.880 1.435
beta4_pH[16,15,1] 0.891 0.358 0.420 0.815 1.650
beta4_pH[1,16,1] 0.695 0.281 0.306 0.648 1.282
beta4_pH[2,16,1] 0.900 0.215 0.550 0.894 1.269
beta4_pH[3,16,1] 0.928 0.272 0.522 0.896 1.475
beta4_pH[4,16,1] 0.815 0.269 0.434 0.772 1.342
beta4_pH[5,16,1] 0.596 0.498 0.083 0.429 1.862
beta4_pH[6,16,1] 1.749 1.446 0.238 1.360 6.063
beta4_pH[7,16,1] 1.121 0.615 0.348 0.987 2.489
beta4_pH[8,16,1] 0.773 0.440 0.228 0.668 1.739
beta4_pH[9,16,1] 0.901 0.526 0.278 0.765 2.146
beta4_pH[10,16,1] 0.745 0.282 0.348 0.701 1.301
beta4_pH[11,16,1] 0.687 0.245 0.354 0.649 1.194
beta4_pH[12,16,1] 0.940 0.384 0.434 0.851 1.723
beta4_pH[13,16,1] 0.749 0.273 0.378 0.697 1.297
beta4_pH[14,16,1] 1.035 0.343 0.557 0.974 1.711
beta4_pH[15,16,1] 0.919 0.268 0.539 0.872 1.443
beta4_pH[16,16,1] 0.893 0.358 0.419 0.814 1.646
beta4_pH[1,17,1] 0.687 0.285 0.306 0.635 1.281
beta4_pH[2,17,1] 0.882 0.215 0.547 0.861 1.268
beta4_pH[3,17,1] 0.929 0.270 0.524 0.894 1.474
beta4_pH[4,17,1] 0.819 0.268 0.432 0.785 1.342
beta4_pH[5,17,1] 0.595 0.496 0.084 0.440 1.895
beta4_pH[6,17,1] 2.224 1.766 0.246 1.597 6.721
beta4_pH[7,17,1] 1.149 0.623 0.350 1.002 2.523
beta4_pH[8,17,1] 0.780 0.434 0.227 0.692 1.715
beta4_pH[9,17,1] 0.881 0.527 0.272 0.735 2.123
beta4_pH[10,17,1] 0.735 0.281 0.347 0.689 1.301
beta4_pH[11,17,1] 0.693 0.246 0.352 0.647 1.181
beta4_pH[12,17,1] 0.914 0.376 0.435 0.823 1.715
beta4_pH[13,17,1] 0.750 0.267 0.379 0.702 1.290
beta4_pH[14,17,1] 1.000 0.329 0.561 0.939 1.685
beta4_pH[15,17,1] 0.925 0.268 0.540 0.888 1.441
beta4_pH[16,17,1] 0.909 0.361 0.419 0.843 1.667
beta4_pH[1,18,1] 0.713 0.288 0.305 0.670 1.292
beta4_pH[2,18,1] 0.870 0.212 0.546 0.854 1.257
beta4_pH[3,18,1] 0.909 0.273 0.516 0.866 1.475
beta4_pH[4,18,1] 0.825 0.269 0.433 0.786 1.345
beta4_pH[5,18,1] 0.568 0.480 0.083 0.407 1.823
beta4_pH[6,18,1] 1.634 1.353 0.243 1.284 5.570
beta4_pH[7,18,1] 1.110 0.617 0.351 0.964 2.512
beta4_pH[8,18,1] 0.766 0.431 0.226 0.666 1.733
beta4_pH[9,18,1] 0.865 0.511 0.272 0.730 2.119
beta4_pH[10,18,1] 0.747 0.285 0.348 0.702 1.306
beta4_pH[11,18,1] 0.679 0.247 0.351 0.630 1.188
beta4_pH[12,18,1] 0.929 0.373 0.439 0.845 1.721
beta4_pH[13,18,1] 0.746 0.270 0.379 0.697 1.295
beta4_pH[14,18,1] 1.017 0.332 0.560 0.963 1.699
beta4_pH[15,18,1] 0.916 0.265 0.541 0.876 1.443
beta4_pH[16,18,1] 0.907 0.359 0.420 0.843 1.660
beta4_pH[1,19,1] 0.733 0.292 0.311 0.690 1.299
beta4_pH[2,19,1] 0.897 0.218 0.549 0.883 1.274
beta4_pH[3,19,1] 0.912 0.266 0.516 0.880 1.462
beta4_pH[4,19,1] 0.832 0.274 0.434 0.800 1.352
beta4_pH[5,19,1] 0.549 0.472 0.083 0.393 1.822
beta4_pH[6,19,1] 1.681 1.422 0.242 1.287 5.928
beta4_pH[7,19,1] 1.170 0.631 0.344 1.020 2.509
beta4_pH[8,19,1] 0.775 0.430 0.228 0.673 1.724
beta4_pH[9,19,1] 0.926 0.535 0.276 0.792 2.166
beta4_pH[10,19,1] 0.749 0.283 0.348 0.713 1.296
beta4_pH[11,19,1] 0.686 0.247 0.351 0.641 1.189
beta4_pH[12,19,1] 0.926 0.379 0.438 0.839 1.725
beta4_pH[13,19,1] 0.749 0.269 0.379 0.707 1.292
beta4_pH[14,19,1] 1.020 0.331 0.562 0.966 1.694
beta4_pH[15,19,1] 0.916 0.265 0.541 0.876 1.448
beta4_pH[16,19,1] 0.897 0.360 0.415 0.834 1.664
beta4_pH[1,20,1] 0.704 0.286 0.308 0.657 1.287
beta4_pH[2,20,1] 0.898 0.217 0.555 0.895 1.269
beta4_pH[3,20,1] 0.928 0.270 0.521 0.894 1.470
beta4_pH[4,20,1] 0.820 0.273 0.432 0.780 1.352
beta4_pH[5,20,1] 0.675 0.526 0.085 0.527 1.924
beta4_pH[6,20,1] 1.756 1.458 0.232 1.372 6.082
beta4_pH[7,20,1] 1.117 0.615 0.350 0.969 2.464
beta4_pH[8,20,1] 0.755 0.428 0.226 0.652 1.730
beta4_pH[9,20,1] 0.964 0.559 0.275 0.814 2.222
beta4_pH[10,20,1] 0.749 0.284 0.349 0.705 1.304
beta4_pH[11,20,1] 0.692 0.247 0.352 0.651 1.193
beta4_pH[12,20,1] 0.947 0.382 0.441 0.862 1.734
beta4_pH[13,20,1] 0.754 0.268 0.382 0.710 1.290
beta4_pH[14,20,1] 1.019 0.333 0.562 0.955 1.701
beta4_pH[15,20,1] 0.919 0.270 0.537 0.877 1.449
beta4_pH[16,20,1] 0.894 0.365 0.419 0.820 1.657
beta4_pH[1,21,1] 0.692 0.280 0.306 0.640 1.287
beta4_pH[2,21,1] 0.851 0.212 0.543 0.831 1.262
beta4_pH[3,21,1] 0.911 0.271 0.516 0.872 1.466
beta4_pH[4,21,1] 0.806 0.269 0.429 0.765 1.340
beta4_pH[5,21,1] 0.640 0.518 0.085 0.478 1.918
beta4_pH[6,21,1] 1.609 1.360 0.230 1.279 5.665
beta4_pH[7,21,1] 1.010 0.584 0.344 0.845 2.424
beta4_pH[8,21,1] 0.785 0.438 0.227 0.700 1.745
beta4_pH[9,21,1] 0.953 0.546 0.276 0.816 2.189
beta4_pH[10,21,1] 0.728 0.279 0.344 0.680 1.294
beta4_pH[11,21,1] 0.697 0.251 0.350 0.653 1.190
beta4_pH[12,21,1] 0.938 0.379 0.436 0.856 1.728
beta4_pH[13,21,1] 0.741 0.266 0.379 0.695 1.285
beta4_pH[14,21,1] 1.037 0.338 0.563 0.984 1.705
beta4_pH[15,21,1] 0.915 0.269 0.538 0.872 1.444
beta4_pH[16,21,1] 0.897 0.357 0.424 0.823 1.646
beta4_pH[1,22,1] 0.694 0.279 0.305 0.652 1.275
beta4_pH[2,22,1] 0.858 0.205 0.548 0.836 1.247
beta4_pH[3,22,1] 0.885 0.264 0.512 0.842 1.463
beta4_pH[4,22,1] 0.838 0.273 0.433 0.803 1.351
beta4_pH[5,22,1] 0.504 0.435 0.083 0.364 1.738
beta4_pH[6,22,1] 1.465 1.221 0.233 1.193 4.999
beta4_pH[7,22,1] 0.994 0.581 0.343 0.829 2.414
beta4_pH[8,22,1] 0.786 0.438 0.225 0.696 1.747
beta4_pH[9,22,1] 0.923 0.541 0.277 0.771 2.202
beta4_pH[10,22,1] 0.710 0.271 0.344 0.661 1.288
beta4_pH[11,22,1] 0.691 0.249 0.351 0.642 1.191
beta4_pH[12,22,1] 0.937 0.379 0.438 0.854 1.722
beta4_pH[13,22,1] 0.747 0.267 0.381 0.705 1.290
beta4_pH[14,22,1] 1.027 0.335 0.563 0.979 1.691
beta4_pH[15,22,1] 0.916 0.266 0.538 0.876 1.444
beta4_pH[16,22,1] 0.897 0.361 0.419 0.824 1.657
beta4_pH[1,23,1] 0.658 0.270 0.303 0.604 1.271
beta4_pH[2,23,1] 0.915 0.216 0.549 0.909 1.273
beta4_pH[3,23,1] 0.924 0.270 0.520 0.889 1.476
beta4_pH[4,23,1] 0.826 0.272 0.437 0.798 1.352
beta4_pH[5,23,1] 0.696 0.547 0.086 0.539 1.966
beta4_pH[6,23,1] 1.675 1.397 0.228 1.318 5.872
beta4_pH[7,23,1] 1.109 0.622 0.351 0.944 2.483
beta4_pH[8,23,1] 0.756 0.424 0.226 0.654 1.703
beta4_pH[9,23,1] 0.936 0.545 0.279 0.796 2.180
beta4_pH[10,23,1] 0.744 0.280 0.346 0.711 1.296
beta4_pH[11,23,1] 0.690 0.247 0.351 0.639 1.188
beta4_pH[12,23,1] 0.906 0.369 0.434 0.820 1.707
beta4_pH[13,23,1] 0.740 0.266 0.382 0.690 1.286
beta4_pH[14,23,1] 1.016 0.333 0.562 0.948 1.691
beta4_pH[15,23,1] 0.904 0.266 0.537 0.860 1.443
beta4_pH[16,23,1] 0.903 0.354 0.421 0.833 1.658
beta4_pH[1,24,1] 0.678 0.275 0.307 0.633 1.269
beta4_pH[2,24,1] 0.899 0.217 0.552 0.888 1.272
beta4_pH[3,24,1] 0.910 0.264 0.518 0.871 1.457
beta4_pH[4,24,1] 0.853 0.275 0.434 0.830 1.357
beta4_pH[5,24,1] 0.601 0.500 0.084 0.444 1.899
beta4_pH[6,24,1] 1.663 1.413 0.232 1.291 5.856
beta4_pH[7,24,1] 1.090 0.616 0.348 0.928 2.484
beta4_pH[8,24,1] 0.705 0.406 0.222 0.604 1.676
beta4_pH[9,24,1] 0.917 0.537 0.274 0.777 2.171
beta4_pH[10,24,1] 0.730 0.277 0.344 0.687 1.292
beta4_pH[11,24,1] 0.691 0.246 0.353 0.652 1.192
beta4_pH[12,24,1] 0.946 0.380 0.441 0.873 1.731
beta4_pH[13,24,1] 0.757 0.268 0.384 0.709 1.300
beta4_pH[14,24,1] 1.027 0.342 0.559 0.962 1.699
beta4_pH[15,24,1] 0.920 0.267 0.539 0.879 1.442
beta4_pH[16,24,1] 0.907 0.362 0.421 0.835 1.663
beta4_pH[1,25,1] 0.780 0.296 0.314 0.757 1.307
beta4_pH[2,25,1] 0.888 0.216 0.548 0.876 1.265
beta4_pH[3,25,1] 0.973 0.274 0.531 0.936 1.486
beta4_pH[4,25,1] 0.821 0.272 0.431 0.787 1.345
beta4_pH[5,25,1] 0.593 0.502 0.083 0.432 1.896
beta4_pH[6,25,1] 1.649 1.413 0.231 1.280 5.719
beta4_pH[7,25,1] 1.076 0.598 0.348 0.916 2.459
beta4_pH[8,25,1] 0.740 0.422 0.225 0.641 1.697
beta4_pH[9,25,1] 0.948 0.549 0.273 0.824 2.196
beta4_pH[10,25,1] 0.742 0.278 0.348 0.706 1.296
beta4_pH[11,25,1] 0.693 0.249 0.353 0.648 1.180
beta4_pH[12,25,1] 0.939 0.383 0.435 0.855 1.726
beta4_pH[13,25,1] 0.751 0.269 0.382 0.700 1.290
beta4_pH[14,25,1] 1.017 0.333 0.560 0.963 1.689
beta4_pH[15,25,1] 0.918 0.266 0.539 0.884 1.441
beta4_pH[16,25,1] 0.895 0.360 0.421 0.823 1.657
beta4_pH[1,26,1] 0.731 0.291 0.308 0.692 1.290
beta4_pH[2,26,1] 0.931 0.216 0.558 0.940 1.278
beta4_pH[3,26,1] 0.915 0.264 0.522 0.878 1.462
beta4_pH[4,26,1] 0.793 0.264 0.428 0.758 1.334
beta4_pH[5,26,1] 0.585 0.494 0.083 0.421 1.880
beta4_pH[6,26,1] 1.841 1.567 0.247 1.387 6.520
beta4_pH[7,26,1] 1.102 0.613 0.347 0.955 2.465
beta4_pH[8,26,1] 0.790 0.441 0.228 0.698 1.731
beta4_pH[9,26,1] 0.908 0.535 0.276 0.760 2.180
beta4_pH[10,26,1] 0.734 0.280 0.346 0.690 1.293
beta4_pH[11,26,1] 0.683 0.242 0.352 0.648 1.184
beta4_pH[12,26,1] 0.914 0.374 0.435 0.834 1.723
beta4_pH[13,26,1] 0.749 0.272 0.379 0.700 1.293
beta4_pH[14,26,1] 1.017 0.333 0.561 0.961 1.703
beta4_pH[15,26,1] 0.919 0.269 0.539 0.883 1.442
beta4_pH[16,26,1] 0.896 0.359 0.419 0.823 1.652
beta4_pH[1,27,1] 0.735 0.292 0.310 0.698 1.291
beta4_pH[2,27,1] 0.949 0.214 0.557 0.966 1.277
beta4_pH[3,27,1] 0.967 0.269 0.533 0.938 1.481
beta4_pH[4,27,1] 0.786 0.264 0.430 0.737 1.332
beta4_pH[5,27,1] 0.653 0.526 0.085 0.504 1.995
beta4_pH[6,27,1] 1.699 1.432 0.238 1.324 5.942
beta4_pH[7,27,1] 1.096 0.611 0.343 0.942 2.472
beta4_pH[8,27,1] 0.798 0.444 0.228 0.692 1.745
beta4_pH[9,27,1] 0.907 0.538 0.272 0.762 2.190
beta4_pH[10,27,1] 0.765 0.282 0.348 0.725 1.297
beta4_pH[11,27,1] 0.692 0.247 0.352 0.646 1.186
beta4_pH[12,27,1] 0.954 0.390 0.441 0.870 1.742
beta4_pH[13,27,1] 0.750 0.264 0.381 0.708 1.287
beta4_pH[14,27,1] 1.018 0.335 0.562 0.961 1.699
beta4_pH[15,27,1] 0.914 0.267 0.541 0.871 1.441
beta4_pH[16,27,1] 0.901 0.362 0.422 0.829 1.667
beta4_pH[1,28,1] 0.727 0.296 0.306 0.680 1.296
beta4_pH[2,28,1] 0.895 0.218 0.547 0.888 1.269
beta4_pH[3,28,1] 0.844 0.259 0.509 0.791 1.452
beta4_pH[4,28,1] 0.793 0.267 0.429 0.742 1.341
beta4_pH[5,28,1] 0.495 0.435 0.083 0.339 1.712
beta4_pH[6,28,1] 1.754 1.538 0.241 1.285 6.261
beta4_pH[7,28,1] 1.058 0.597 0.345 0.900 2.466
beta4_pH[8,28,1] 0.799 0.450 0.224 0.695 1.766
beta4_pH[9,28,1] 0.926 0.546 0.274 0.778 2.199
beta4_pH[10,28,1] 0.772 0.281 0.352 0.739 1.301
beta4_pH[11,28,1] 0.696 0.249 0.356 0.652 1.196
beta4_pH[12,28,1] 0.946 0.381 0.444 0.868 1.724
beta4_pH[13,28,1] 0.752 0.267 0.380 0.707 1.296
beta4_pH[14,28,1] 1.019 0.337 0.559 0.962 1.702
beta4_pH[15,28,1] 0.907 0.265 0.540 0.863 1.430
beta4_pH[16,28,1] 0.894 0.361 0.423 0.814 1.657
beta4_pH[1,29,1] 0.707 0.286 0.307 0.670 1.284
beta4_pH[2,29,1] 0.906 0.216 0.551 0.901 1.271
beta4_pH[3,29,1] 0.913 0.266 0.516 0.876 1.466
beta4_pH[4,29,1] 0.768 0.259 0.428 0.714 1.331
beta4_pH[5,29,1] 0.484 0.428 0.081 0.334 1.704
beta4_pH[6,29,1] 1.913 1.618 0.240 1.419 6.407
beta4_pH[7,29,1] 1.086 0.608 0.345 0.937 2.509
beta4_pH[8,29,1] 0.747 0.430 0.226 0.644 1.729
beta4_pH[9,29,1] 0.914 0.544 0.273 0.766 2.191
beta4_pH[10,29,1] 0.736 0.277 0.345 0.694 1.288
beta4_pH[11,29,1] 0.690 0.246 0.351 0.647 1.190
beta4_pH[12,29,1] 0.951 0.374 0.440 0.887 1.720
beta4_pH[13,29,1] 0.755 0.272 0.379 0.705 1.300
beta4_pH[14,29,1] 1.018 0.334 0.558 0.955 1.704
beta4_pH[15,29,1] 0.918 0.265 0.543 0.877 1.440
beta4_pH[16,29,1] 0.899 0.356 0.424 0.824 1.670
beta4_pH[1,30,1] 0.754 0.293 0.313 0.724 1.301
beta4_pH[2,30,1] 0.869 0.213 0.547 0.849 1.262
beta4_pH[3,30,1] 0.890 0.266 0.515 0.850 1.467
beta4_pH[4,30,1] 0.758 0.261 0.426 0.701 1.331
beta4_pH[5,30,1] 0.456 0.409 0.081 0.309 1.659
beta4_pH[6,30,1] 1.795 1.543 0.234 1.360 6.281
beta4_pH[7,30,1] 1.145 0.631 0.354 0.988 2.503
beta4_pH[8,30,1] 0.759 0.437 0.226 0.655 1.729
beta4_pH[9,30,1] 0.948 0.552 0.278 0.815 2.231
beta4_pH[10,30,1] 0.753 0.279 0.344 0.720 1.292
beta4_pH[11,30,1] 0.660 0.238 0.350 0.614 1.180
beta4_pH[12,30,1] 0.949 0.381 0.441 0.861 1.730
beta4_pH[13,30,1] 0.763 0.271 0.382 0.723 1.301
beta4_pH[14,30,1] 1.026 0.337 0.563 0.973 1.700
beta4_pH[15,30,1] 0.912 0.267 0.539 0.862 1.444
beta4_pH[16,30,1] 0.840 0.338 0.419 0.756 1.621
beta4_pH[1,31,1] 0.729 0.289 0.308 0.696 1.302
beta4_pH[2,31,1] 0.852 0.212 0.546 0.824 1.261
beta4_pH[3,31,1] 0.877 0.257 0.513 0.831 1.447
beta4_pH[4,31,1] 0.764 0.260 0.425 0.711 1.325
beta4_pH[5,31,1] 0.465 0.412 0.082 0.324 1.675
beta4_pH[6,31,1] 1.757 1.530 0.234 1.318 6.220
beta4_pH[7,31,1] 1.017 0.595 0.343 0.833 2.429
beta4_pH[8,31,1] 0.754 0.434 0.227 0.649 1.738
beta4_pH[9,31,1] 0.977 0.559 0.276 0.836 2.200
beta4_pH[10,31,1] 0.724 0.271 0.347 0.686 1.285
beta4_pH[11,31,1] 0.654 0.237 0.349 0.603 1.177
beta4_pH[12,31,1] 0.872 0.362 0.435 0.780 1.699
beta4_pH[13,31,1] 0.718 0.257 0.376 0.672 1.285
beta4_pH[14,31,1] 1.044 0.334 0.564 0.996 1.702
beta4_pH[15,31,1] 0.910 0.267 0.538 0.862 1.444
beta4_pH[16,31,1] 0.807 0.335 0.413 0.718 1.610
beta4_pH[1,32,1] 0.738 0.291 0.311 0.702 1.290
beta4_pH[2,32,1] 0.813 0.203 0.539 0.776 1.238
beta4_pH[3,32,1] 0.866 0.257 0.512 0.825 1.440
beta4_pH[4,32,1] 0.814 0.267 0.433 0.772 1.340
beta4_pH[5,32,1] 0.643 0.521 0.083 0.485 1.941
beta4_pH[6,32,1] 1.837 1.570 0.231 1.371 6.288
beta4_pH[7,32,1] 1.032 0.589 0.343 0.877 2.437
beta4_pH[8,32,1] 0.765 0.426 0.225 0.674 1.705
beta4_pH[9,32,1] 0.939 0.547 0.274 0.801 2.192
beta4_pH[10,32,1] 0.689 0.261 0.345 0.639 1.268
beta4_pH[11,32,1] 0.631 0.224 0.352 0.583 1.153
beta4_pH[12,32,1] 0.881 0.363 0.437 0.782 1.695
beta4_pH[13,32,1] 0.737 0.261 0.383 0.684 1.287
beta4_pH[14,32,1] 1.027 0.334 0.564 0.965 1.709
beta4_pH[15,32,1] 0.885 0.262 0.535 0.830 1.439
beta4_pH[16,32,1] 0.863 0.346 0.420 0.781 1.629
beta4_pH[1,33,1] 0.724 0.283 0.312 0.690 1.292
beta4_pH[2,33,1] 0.739 0.168 0.537 0.699 1.156
beta4_pH[3,33,1] 0.864 0.266 0.513 0.821 1.465
beta4_pH[4,33,1] 0.802 0.268 0.429 0.757 1.336
beta4_pH[5,33,1] 0.526 0.450 0.083 0.375 1.788
beta4_pH[6,33,1] 1.619 1.386 0.228 1.257 5.829
beta4_pH[7,33,1] 1.095 0.608 0.349 0.939 2.494
beta4_pH[8,33,1] 0.756 0.434 0.224 0.661 1.729
beta4_pH[9,33,1] 0.870 0.515 0.273 0.733 2.111
beta4_pH[10,33,1] 0.647 0.245 0.345 0.591 1.238
beta4_pH[11,33,1] 0.635 0.229 0.348 0.577 1.159
beta4_pH[12,33,1] 0.848 0.358 0.434 0.743 1.682
beta4_pH[13,33,1] 0.715 0.261 0.376 0.661 1.284
beta4_pH[14,33,1] 1.038 0.334 0.561 0.984 1.697
beta4_pH[15,33,1] 0.897 0.265 0.535 0.847 1.437
beta4_pH[16,33,1] 0.763 0.313 0.413 0.674 1.593
beta4_pH[1,34,1] 0.601 0.238 0.303 0.547 1.191
beta4_pH[2,34,1] 0.801 0.195 0.541 0.765 1.240
beta4_pH[3,34,1] 0.867 0.255 0.512 0.819 1.448
beta4_pH[4,34,1] 0.801 0.263 0.432 0.763 1.339
beta4_pH[5,34,1] 0.551 0.462 0.083 0.403 1.800
beta4_pH[6,34,1] 1.407 1.164 0.228 1.155 4.755
beta4_pH[7,34,1] 1.126 0.620 0.350 0.971 2.479
beta4_pH[8,34,1] 0.742 0.430 0.226 0.637 1.725
beta4_pH[9,34,1] 0.886 0.524 0.273 0.747 2.162
beta4_pH[10,34,1] 0.571 0.203 0.339 0.517 1.094
beta4_pH[11,34,1] 0.612 0.222 0.348 0.553 1.154
beta4_pH[12,34,1] 0.620 0.237 0.425 0.536 1.375
beta4_pH[13,34,1] 0.724 0.265 0.378 0.665 1.290
beta4_pH[14,34,1] 1.012 0.330 0.563 0.950 1.697
beta4_pH[15,34,1] 0.903 0.265 0.539 0.859 1.440
beta4_pH[16,34,1] 0.805 0.343 0.415 0.704 1.622
beta4_pH[1,35,1] 0.410 0.140 0.201 0.386 0.738
beta4_pH[2,35,1] 0.775 0.083 0.624 0.770 0.950
beta4_pH[3,35,1] 1.029 0.165 0.751 1.011 1.394
beta4_pH[4,35,1] 0.566 0.203 0.271 0.535 1.058
beta4_pH[5,35,1] 0.130 0.099 0.027 0.104 0.398
beta4_pH[6,35,1] 0.775 0.620 0.136 0.596 2.396
beta4_pH[7,35,1] 2.335 1.963 0.445 1.792 7.621
beta4_pH[8,35,1] 0.542 0.288 0.184 0.479 1.271
beta4_pH[9,35,1] 0.632 0.609 0.099 0.459 2.116
beta4_pH[10,35,1] 0.600 0.121 0.395 0.589 0.876
beta4_pH[11,35,1] 0.761 0.192 0.444 0.741 1.191
beta4_pH[12,35,1] 1.297 0.897 0.346 1.051 3.792
beta4_pH[13,35,1] 0.721 0.106 0.536 0.715 0.951
beta4_pH[14,35,1] 0.813 0.260 0.415 0.780 1.410
beta4_pH[15,35,1] 0.878 0.118 0.670 0.870 1.135
beta4_pH[16,35,1] 0.542 0.227 0.222 0.504 1.130
beta4_pH[1,36,1] 0.905 0.181 0.592 0.893 1.297
beta4_pH[2,36,1] 0.850 0.106 0.663 0.842 1.083
beta4_pH[3,36,1] 0.874 0.149 0.622 0.860 1.199
beta4_pH[4,36,1] 0.757 0.220 0.417 0.727 1.265
beta4_pH[5,36,1] 0.441 0.404 0.057 0.325 1.503
beta4_pH[6,36,1] 5.046 3.873 0.800 3.797 15.724
beta4_pH[7,36,1] 1.111 0.646 0.356 0.966 2.670
beta4_pH[8,36,1] 0.938 0.401 0.379 0.872 1.929
beta4_pH[9,36,1] 0.551 0.400 0.128 0.447 1.633
beta4_pH[10,36,1] 0.444 0.111 0.262 0.432 0.690
beta4_pH[11,36,1] 0.553 0.105 0.372 0.545 0.779
beta4_pH[12,36,1] 0.709 0.377 0.255 0.621 1.720
beta4_pH[13,36,1] 0.780 0.127 0.564 0.768 1.058
beta4_pH[14,36,1] 1.143 0.447 0.519 1.064 2.265
beta4_pH[15,36,1] 0.955 0.133 0.721 0.947 1.238
beta4_pH[16,36,1] 0.944 0.350 0.436 0.879 1.777
beta4_pH[1,37,1] 0.756 0.164 0.487 0.740 1.128
beta4_pH[2,37,1] 0.771 0.081 0.621 0.767 0.940
beta4_pH[3,37,1] 0.921 0.132 0.691 0.911 1.204
beta4_pH[4,37,1] 0.727 0.212 0.396 0.698 1.207
beta4_pH[5,37,1] 0.796 0.846 0.107 0.572 2.706
beta4_pH[6,37,1] 2.299 2.087 0.291 1.698 8.156
beta4_pH[7,37,1] 1.225 0.807 0.316 1.038 3.298
beta4_pH[8,37,1] 0.967 0.392 0.410 0.895 1.926
beta4_pH[9,37,1] 1.845 1.971 0.199 1.217 7.314
beta4_pH[10,37,1] 0.743 0.133 0.506 0.730 1.032
beta4_pH[11,37,1] 0.833 0.169 0.551 0.814 1.204
beta4_pH[12,37,1] 0.762 0.455 0.219 0.649 1.891
beta4_pH[13,37,1] 0.608 0.093 0.447 0.600 0.809
beta4_pH[14,37,1] 0.962 0.345 0.453 0.907 1.814
beta4_pH[15,37,1] 0.703 0.104 0.524 0.694 0.933
beta4_pH[16,37,1] 0.606 0.175 0.333 0.581 1.006
beta4_pH[1,38,1] 0.695 0.130 0.474 0.683 0.981
beta4_pH[2,38,1] 0.707 0.078 0.565 0.702 0.872
beta4_pH[3,38,1] 0.890 0.157 0.623 0.877 1.241
beta4_pH[4,38,1] 0.888 0.240 0.515 0.856 1.434
beta4_pH[5,38,1] 0.442 0.307 0.098 0.361 1.248
beta4_pH[6,38,1] 1.970 2.103 0.164 1.272 7.976
beta4_pH[7,38,1] 0.492 0.283 0.147 0.424 1.249
beta4_pH[8,38,1] 0.771 0.312 0.337 0.704 1.526
beta4_pH[9,38,1] 1.493 1.063 0.351 1.225 4.408
beta4_pH[10,38,1] 0.718 0.150 0.471 0.700 1.050
beta4_pH[11,38,1] 0.511 0.126 0.311 0.493 0.804
beta4_pH[12,38,1] 0.639 0.431 0.184 0.525 1.809
beta4_pH[13,38,1] 0.897 0.182 0.601 0.881 1.311
beta4_pH[14,38,1] 1.044 0.416 0.475 0.955 2.127
beta4_pH[15,38,1] 0.847 0.095 0.676 0.843 1.042
beta4_pH[16,38,1] 0.897 0.355 0.395 0.840 1.733
beta4_pH[1,39,1] 0.680 0.127 0.468 0.671 0.961
beta4_pH[2,39,1] 0.857 0.097 0.688 0.850 1.063
beta4_pH[3,39,1] 0.842 0.116 0.634 0.836 1.079
beta4_pH[4,39,1] 0.850 0.282 0.430 0.810 1.514
beta4_pH[5,39,1] 1.148 1.231 0.131 0.796 4.279
beta4_pH[6,39,1] 0.326 0.358 0.032 0.221 1.276
beta4_pH[7,39,1] 1.940 1.754 0.305 1.442 6.401
beta4_pH[8,39,1] 1.388 0.734 0.444 1.226 3.237
beta4_pH[9,39,1] 2.024 1.706 0.380 1.532 6.425
beta4_pH[10,39,1] 0.729 0.180 0.440 0.710 1.131
beta4_pH[11,39,1] 0.679 0.166 0.405 0.658 1.047
beta4_pH[12,39,1] 0.623 0.332 0.214 0.556 1.448
beta4_pH[13,39,1] 0.713 0.118 0.517 0.703 0.972
beta4_pH[14,39,1] 0.923 0.356 0.427 0.855 1.826
beta4_pH[15,39,1] 0.992 0.107 0.794 0.990 1.214
beta4_pH[16,39,1] 0.874 0.351 0.387 0.816 1.724
beta4_pH[1,40,1] 0.708 0.108 0.518 0.702 0.939
beta4_pH[2,40,1] 0.756 0.083 0.603 0.752 0.926
beta4_pH[3,40,1] 0.931 0.142 0.687 0.920 1.236
beta4_pH[4,40,1] 0.889 0.212 0.546 0.865 1.375
beta4_pH[5,40,1] 0.286 0.183 0.072 0.243 0.794
beta4_pH[6,40,1] 1.110 1.233 0.169 0.790 4.172
beta4_pH[7,40,1] 1.554 1.374 0.254 1.150 5.229
beta4_pH[8,40,1] 0.356 0.266 0.076 0.285 1.053
beta4_pH[9,40,1] 0.505 0.499 0.074 0.361 1.830
beta4_pH[10,40,1] 0.880 0.216 0.527 0.854 1.363
beta4_pH[11,40,1] 0.448 0.104 0.278 0.436 0.682
beta4_pH[12,40,1] 0.653 0.361 0.202 0.570 1.557
beta4_pH[13,40,1] 0.780 0.120 0.571 0.771 1.041
beta4_pH[14,40,1] 0.713 0.235 0.368 0.679 1.282
beta4_pH[15,40,1] 0.842 0.095 0.671 0.839 1.050
beta4_pH[16,40,1] 1.235 0.497 0.527 1.140 2.421
beta4_pH[1,41,1] 0.577 0.111 0.390 0.569 0.820
beta4_pH[2,41,1] 0.781 0.099 0.606 0.774 0.991
beta4_pH[3,41,1] 0.881 0.141 0.645 0.865 1.196
beta4_pH[4,41,1] 0.868 0.363 0.377 0.799 1.735
beta4_pH[5,41,1] 1.180 0.553 0.426 1.084 2.576
beta4_pH[6,41,1] 3.523 3.190 0.376 2.562 13.141
beta4_pH[7,41,1] 0.857 0.533 0.243 0.726 2.181
beta4_pH[8,41,1] 1.243 0.730 0.362 1.064 3.125
beta4_pH[9,41,1] 0.498 0.557 0.060 0.332 1.931
beta4_pH[10,41,1] 0.757 0.155 0.495 0.740 1.100
beta4_pH[11,41,1] 0.848 0.231 0.484 0.818 1.385
beta4_pH[12,41,1] 0.941 0.466 0.357 0.833 2.137
beta4_pH[13,41,1] 0.681 0.107 0.490 0.676 0.908
beta4_pH[14,41,1] 1.092 0.332 0.584 1.042 1.903
beta4_pH[15,41,1] 0.784 0.098 0.611 0.778 0.992
beta4_pH[16,41,1] 1.034 0.459 0.398 0.942 2.194
beta4_pH[1,42,1] 0.614 0.112 0.425 0.604 0.862
beta4_pH[2,42,1] 0.781 0.093 0.612 0.777 0.975
beta4_pH[3,42,1] 0.797 0.146 0.553 0.783 1.112
beta4_pH[4,42,1] 0.996 0.323 0.512 0.949 1.770
beta4_pH[5,42,1] 1.621 1.800 0.165 1.073 6.448
beta4_pH[6,42,1] 0.240 0.159 0.057 0.203 0.650
beta4_pH[7,42,1] 0.995 0.649 0.261 0.835 2.650
beta4_pH[8,42,1] 0.784 0.338 0.319 0.721 1.611
beta4_pH[9,42,1] 0.807 0.616 0.175 0.633 2.434
beta4_pH[10,42,1] 0.857 0.172 0.565 0.841 1.246
beta4_pH[11,42,1] 0.648 0.139 0.426 0.631 0.965
beta4_pH[12,42,1] 0.859 0.390 0.331 0.782 1.860
beta4_pH[13,42,1] 0.510 0.160 0.271 0.486 0.886
beta4_pH[14,42,1] 0.903 0.305 0.436 0.859 1.616
beta4_pH[15,42,1] 0.927 0.093 0.763 0.923 1.127
beta4_pH[16,42,1] 0.614 0.213 0.308 0.579 1.116
beta4_pH[1,43,1] 0.719 0.155 0.466 0.701 1.064
beta4_pH[2,43,1] 0.746 0.080 0.603 0.742 0.918
beta4_pH[3,43,1] 0.655 0.096 0.492 0.647 0.863
beta4_pH[4,43,1] 0.856 0.283 0.430 0.814 1.527
beta4_pH[5,43,1] 1.556 0.665 0.630 1.454 3.164
beta4_pH[6,43,1] 1.147 0.743 0.274 0.967 3.048
beta4_pH[7,43,1] 0.722 0.581 0.137 0.572 2.282
beta4_pH[8,43,1] 0.607 0.261 0.244 0.563 1.242
beta4_pH[9,43,1] 1.221 1.116 0.176 0.895 4.293
beta4_pH[10,43,1] 0.631 0.126 0.421 0.623 0.917
beta4_pH[11,43,1] 0.653 0.139 0.421 0.639 0.963
beta4_pH[12,43,1] 0.780 0.381 0.292 0.702 1.733
beta4_pH[13,43,1] 0.595 0.115 0.394 0.587 0.843
beta4_pH[14,43,1] 1.092 0.349 0.575 1.045 1.910
beta4_pH[15,43,1] 0.850 0.101 0.668 0.843 1.069
beta4_pH[16,43,1] 1.237 0.442 0.604 1.154 2.355
beta4_pH[1,44,1] 0.557 0.124 0.342 0.547 0.831
beta4_pH[2,44,1] 0.701 0.076 0.564 0.698 0.857
beta4_pH[3,44,1] 0.631 0.102 0.455 0.622 0.854
beta4_pH[4,44,1] 0.842 0.209 0.506 0.818 1.306
beta4_pH[5,44,1] 1.000 0.418 0.408 0.936 1.996
beta4_pH[6,44,1] 1.031 1.152 0.134 0.728 4.246
beta4_pH[7,44,1] 1.211 0.686 0.376 1.073 2.829
beta4_pH[8,44,1] 0.397 0.255 0.114 0.337 1.018
beta4_pH[9,44,1] 1.020 0.913 0.169 0.755 3.465
beta4_pH[10,44,1] 0.579 0.127 0.366 0.569 0.853
beta4_pH[11,44,1] 0.342 0.112 0.175 0.325 0.609
beta4_pH[12,44,1] 0.663 0.357 0.202 0.593 1.509
beta4_pH[13,44,1] 0.550 0.101 0.380 0.540 0.767
beta4_pH[14,44,1] 0.671 0.174 0.389 0.649 1.081
beta4_pH[15,44,1] 0.638 0.084 0.494 0.631 0.816
beta4_pH[16,44,1] 0.445 0.171 0.197 0.417 0.866
beta4_pH[1,45,1] 0.744 0.161 0.476 0.728 1.108
beta4_pH[2,45,1] 0.695 0.082 0.545 0.691 0.869
beta4_pH[3,45,1] 0.752 0.133 0.528 0.742 1.042
beta4_pH[4,45,1] 0.759 0.194 0.455 0.735 1.190
beta4_pH[5,45,1] 1.033 1.152 0.107 0.691 4.120
beta4_pH[6,45,1] 1.004 0.832 0.196 0.812 3.159
beta4_pH[7,45,1] 0.692 0.601 0.124 0.538 2.183
beta4_pH[8,45,1] 1.154 0.503 0.461 1.059 2.397
beta4_pH[9,45,1] 0.102 0.117 0.011 0.065 0.411
beta4_pH[10,45,1] 0.787 0.173 0.507 0.763 1.177
beta4_pH[11,45,1] 0.481 0.103 0.306 0.473 0.709
beta4_pH[12,45,1] 0.794 0.361 0.308 0.723 1.701
beta4_pH[13,45,1] 0.467 0.076 0.335 0.461 0.627
beta4_pH[14,45,1] 0.716 0.169 0.448 0.694 1.112
beta4_pH[15,45,1] 0.511 0.072 0.386 0.507 0.659
beta4_pH[16,45,1] 0.326 0.176 0.092 0.293 0.741
beta4_pH[1,46,1] 0.732 0.131 0.505 0.724 1.019
beta4_pH[2,46,1] 0.663 0.090 0.511 0.658 0.852
beta4_pH[3,46,1] 0.769 0.116 0.560 0.762 1.017
beta4_pH[4,46,1] 0.873 0.322 0.422 0.811 1.640
beta4_pH[5,46,1] 0.918 0.435 0.330 0.834 1.973
beta4_pH[6,46,1] 1.736 2.009 0.164 1.081 7.201
beta4_pH[7,46,1] 1.752 1.254 0.358 1.413 5.059
beta4_pH[8,46,1] 0.940 0.446 0.377 0.839 2.087
beta4_pH[9,46,1] 1.511 1.563 0.222 1.039 5.651
beta4_pH[10,46,1] 0.649 0.152 0.394 0.635 0.993
beta4_pH[11,46,1] 0.724 0.164 0.459 0.708 1.081
beta4_pH[12,46,1] 1.207 0.601 0.436 1.086 2.645
beta4_pH[13,46,1] 0.598 0.180 0.333 0.571 1.021
beta4_pH[14,46,1] 1.005 0.367 0.485 0.939 1.903
beta4_pH[15,46,1] 0.625 0.075 0.492 0.619 0.786
beta4_pH[16,46,1] 0.683 0.272 0.294 0.635 1.379
beta4_pH[1,47,1] 0.609 0.130 0.399 0.590 0.902
beta4_pH[2,47,1] 0.758 0.107 0.568 0.751 0.991
beta4_pH[3,47,1] 0.760 0.114 0.563 0.750 1.009
beta4_pH[4,47,1] 0.578 0.234 0.250 0.535 1.139
beta4_pH[5,47,1] 0.129 0.109 0.024 0.098 0.411
beta4_pH[6,47,1] 0.173 0.116 0.044 0.143 0.501
beta4_pH[7,47,1] 0.477 0.410 0.077 0.369 1.465
beta4_pH[8,47,1] 0.905 0.605 0.225 0.753 2.447
beta4_pH[9,47,1] 0.435 0.515 0.041 0.283 1.783
beta4_pH[10,47,1] 0.776 0.214 0.433 0.754 1.278
beta4_pH[11,47,1] 0.597 0.120 0.394 0.587 0.859
beta4_pH[12,47,1] 1.714 1.004 0.505 1.469 4.141
beta4_pH[13,47,1] 0.692 0.120 0.489 0.681 0.961
beta4_pH[14,47,1] 0.831 0.312 0.386 0.776 1.555
beta4_pH[15,47,1] 0.718 0.121 0.513 0.706 0.981
beta4_pH[16,47,1] 0.856 0.324 0.395 0.793 1.641
beta4_pH[1,1,2] 0.701 0.288 0.303 0.649 1.289
beta4_pH[2,1,2] 0.853 0.215 0.544 0.823 1.260
beta4_pH[3,1,2] 0.903 0.268 0.519 0.855 1.470
beta4_pH[4,1,2] 0.810 0.269 0.430 0.773 1.338
beta4_pH[5,1,2] 0.650 0.533 0.083 0.489 1.966
beta4_pH[6,1,2] 1.886 1.609 0.238 1.392 6.523
beta4_pH[7,1,2] 1.093 0.601 0.346 0.951 2.462
beta4_pH[8,1,2] 0.769 0.434 0.226 0.671 1.723
beta4_pH[9,1,2] 0.929 0.548 0.274 0.779 2.180
beta4_pH[10,1,2] 0.722 0.276 0.345 0.674 1.284
beta4_pH[11,1,2] 0.687 0.244 0.353 0.647 1.194
beta4_pH[12,1,2] 0.934 0.382 0.436 0.856 1.736
beta4_pH[13,1,2] 0.748 0.271 0.381 0.704 1.294
beta4_pH[14,1,2] 1.026 0.338 0.558 0.966 1.698
beta4_pH[15,1,2] 0.925 0.265 0.541 0.888 1.441
beta4_pH[16,1,2] 0.891 0.358 0.419 0.818 1.659
beta4_pH[1,2,2] 0.693 0.286 0.304 0.645 1.291
beta4_pH[2,2,2] 0.849 0.215 0.544 0.815 1.262
beta4_pH[3,2,2] 0.906 0.275 0.514 0.858 1.462
beta4_pH[4,2,2] 0.813 0.271 0.430 0.773 1.342
beta4_pH[5,2,2] 0.655 0.537 0.085 0.486 1.945
beta4_pH[6,2,2] 1.899 1.600 0.244 1.417 6.474
beta4_pH[7,2,2] 1.112 0.617 0.347 0.966 2.495
beta4_pH[8,2,2] 0.765 0.429 0.227 0.671 1.726
beta4_pH[9,2,2] 0.917 0.542 0.277 0.772 2.207
beta4_pH[10,2,2] 0.727 0.278 0.349 0.677 1.288
beta4_pH[11,2,2] 0.687 0.248 0.349 0.641 1.189
beta4_pH[12,2,2] 0.936 0.382 0.435 0.850 1.722
beta4_pH[13,2,2] 0.742 0.267 0.379 0.692 1.293
beta4_pH[14,2,2] 1.030 0.341 0.561 0.974 1.705
beta4_pH[15,2,2] 0.920 0.267 0.537 0.885 1.441
beta4_pH[16,2,2] 0.897 0.364 0.419 0.825 1.660
beta4_pH[1,3,2] 0.693 0.283 0.306 0.648 1.274
beta4_pH[2,3,2] 0.853 0.209 0.546 0.833 1.254
beta4_pH[3,3,2] 0.905 0.268 0.517 0.864 1.464
beta4_pH[4,3,2] 0.804 0.269 0.431 0.757 1.343
beta4_pH[5,3,2] 0.664 0.541 0.086 0.497 1.994
beta4_pH[6,3,2] 1.920 1.621 0.249 1.412 6.526
beta4_pH[7,3,2] 1.098 0.616 0.349 0.944 2.512
beta4_pH[8,3,2] 0.767 0.429 0.229 0.673 1.716
beta4_pH[9,3,2] 0.944 0.548 0.280 0.791 2.193
beta4_pH[10,3,2] 0.724 0.273 0.346 0.676 1.299
beta4_pH[11,3,2] 0.697 0.248 0.352 0.659 1.195
beta4_pH[12,3,2] 0.935 0.372 0.440 0.861 1.727
beta4_pH[13,3,2] 0.750 0.266 0.380 0.700 1.288
beta4_pH[14,3,2] 1.024 0.333 0.562 0.969 1.695
beta4_pH[15,3,2] 0.922 0.270 0.540 0.888 1.452
beta4_pH[16,3,2] 0.902 0.364 0.415 0.829 1.655
beta4_pH[1,4,2] 0.696 0.288 0.304 0.643 1.291
beta4_pH[2,4,2] 0.856 0.215 0.542 0.822 1.260
beta4_pH[3,4,2] 0.908 0.273 0.516 0.868 1.471
beta4_pH[4,4,2] 0.801 0.267 0.429 0.757 1.345
beta4_pH[5,4,2] 0.656 0.538 0.085 0.490 2.018
beta4_pH[6,4,2] 1.881 1.630 0.232 1.381 6.621
beta4_pH[7,4,2] 1.115 0.619 0.349 0.959 2.486
beta4_pH[8,4,2] 0.765 0.433 0.224 0.667 1.726
beta4_pH[9,4,2] 0.936 0.544 0.276 0.793 2.177
beta4_pH[10,4,2] 0.740 0.279 0.347 0.696 1.284
beta4_pH[11,4,2] 0.691 0.244 0.352 0.651 1.189
beta4_pH[12,4,2] 0.932 0.380 0.436 0.842 1.722
beta4_pH[13,4,2] 0.758 0.270 0.380 0.719 1.296
beta4_pH[14,4,2] 1.031 0.334 0.562 0.974 1.694
beta4_pH[15,4,2] 0.914 0.267 0.535 0.879 1.444
beta4_pH[16,4,2] 0.901 0.362 0.420 0.824 1.653
beta4_pH[1,5,2] 0.694 0.285 0.304 0.646 1.281
beta4_pH[2,5,2] 0.855 0.216 0.545 0.827 1.264
beta4_pH[3,5,2] 0.911 0.272 0.516 0.869 1.468
beta4_pH[4,5,2] 0.805 0.268 0.431 0.759 1.346
beta4_pH[5,5,2] 0.663 0.539 0.085 0.494 1.996
beta4_pH[6,5,2] 1.821 1.579 0.235 1.344 6.304
beta4_pH[7,5,2] 1.096 0.610 0.351 0.946 2.496
beta4_pH[8,5,2] 0.758 0.431 0.227 0.645 1.714
beta4_pH[9,5,2] 0.939 0.547 0.274 0.792 2.201
beta4_pH[10,5,2] 0.720 0.277 0.346 0.669 1.283
beta4_pH[11,5,2] 0.691 0.248 0.352 0.649 1.186
beta4_pH[12,5,2] 0.933 0.386 0.436 0.842 1.739
beta4_pH[13,5,2] 0.750 0.268 0.381 0.706 1.293
beta4_pH[14,5,2] 1.012 0.331 0.565 0.950 1.676
beta4_pH[15,5,2] 0.921 0.266 0.543 0.880 1.442
beta4_pH[16,5,2] 0.904 0.363 0.419 0.839 1.658
beta4_pH[1,6,2] 0.694 0.286 0.306 0.647 1.274
beta4_pH[2,6,2] 0.850 0.215 0.544 0.819 1.262
beta4_pH[3,6,2] 0.906 0.270 0.512 0.873 1.466
beta4_pH[4,6,2] 0.809 0.270 0.431 0.770 1.339
beta4_pH[5,6,2] 0.672 0.549 0.083 0.490 2.004
beta4_pH[6,6,2] 1.812 1.570 0.233 1.349 6.331
beta4_pH[7,6,2] 1.102 0.627 0.346 0.942 2.492
beta4_pH[8,6,2] 0.774 0.430 0.227 0.677 1.722
beta4_pH[9,6,2] 0.927 0.543 0.278 0.782 2.182
beta4_pH[10,6,2] 0.727 0.275 0.345 0.682 1.283
beta4_pH[11,6,2] 0.683 0.247 0.352 0.642 1.192
beta4_pH[12,6,2] 0.925 0.381 0.440 0.838 1.733
beta4_pH[13,6,2] 0.744 0.267 0.379 0.690 1.290
beta4_pH[14,6,2] 1.030 0.336 0.561 0.983 1.698
beta4_pH[15,6,2] 0.907 0.264 0.538 0.868 1.445
beta4_pH[16,6,2] 0.891 0.362 0.419 0.816 1.654
beta4_pH[1,7,2] 0.699 0.281 0.307 0.652 1.267
beta4_pH[2,7,2] 0.859 0.215 0.545 0.834 1.266
beta4_pH[3,7,2] 0.909 0.272 0.515 0.874 1.469
beta4_pH[4,7,2] 0.813 0.270 0.434 0.772 1.344
beta4_pH[5,7,2] 0.660 0.543 0.086 0.487 1.983
beta4_pH[6,7,2] 1.880 1.624 0.245 1.372 6.539
beta4_pH[7,7,2] 1.095 0.613 0.351 0.954 2.495
beta4_pH[8,7,2] 0.768 0.435 0.229 0.664 1.745
beta4_pH[9,7,2] 0.944 0.545 0.277 0.795 2.201
beta4_pH[10,7,2] 0.717 0.274 0.347 0.671 1.285
beta4_pH[11,7,2] 0.691 0.245 0.351 0.648 1.194
beta4_pH[12,7,2] 0.928 0.375 0.437 0.837 1.719
beta4_pH[13,7,2] 0.745 0.265 0.379 0.700 1.288
beta4_pH[14,7,2] 1.023 0.335 0.561 0.964 1.698
beta4_pH[15,7,2] 0.919 0.267 0.538 0.880 1.441
beta4_pH[16,7,2] 0.910 0.365 0.422 0.843 1.652
beta4_pH[1,8,2] 0.694 0.284 0.305 0.639 1.280
beta4_pH[2,8,2] 0.851 0.215 0.542 0.825 1.261
beta4_pH[3,8,2] 0.904 0.273 0.513 0.857 1.472
beta4_pH[4,8,2] 0.806 0.266 0.429 0.771 1.337
beta4_pH[5,8,2] 0.666 0.533 0.087 0.508 1.976
beta4_pH[6,8,2] 1.842 1.609 0.248 1.335 6.511
beta4_pH[7,8,2] 1.094 0.613 0.348 0.924 2.488
beta4_pH[8,8,2] 0.759 0.434 0.227 0.658 1.741
beta4_pH[9,8,2] 0.913 0.532 0.276 0.773 2.157
beta4_pH[10,8,2] 0.726 0.276 0.347 0.684 1.286
beta4_pH[11,8,2] 0.694 0.249 0.352 0.655 1.189
beta4_pH[12,8,2] 0.926 0.378 0.434 0.842 1.732
beta4_pH[13,8,2] 0.744 0.266 0.383 0.697 1.293
beta4_pH[14,8,2] 1.029 0.335 0.563 0.976 1.712
beta4_pH[15,8,2] 0.905 0.268 0.535 0.864 1.448
beta4_pH[16,8,2] 0.899 0.361 0.418 0.818 1.654
beta4_pH[1,9,2] 0.683 0.284 0.302 0.628 1.285
beta4_pH[2,9,2] 0.854 0.214 0.545 0.821 1.263
beta4_pH[3,9,2] 0.903 0.271 0.515 0.856 1.469
beta4_pH[4,9,2] 0.807 0.275 0.431 0.754 1.350
beta4_pH[5,9,2] 0.649 0.533 0.086 0.478 1.972
beta4_pH[6,9,2] 1.874 1.625 0.235 1.372 6.340
beta4_pH[7,9,2] 1.083 0.616 0.350 0.918 2.509
beta4_pH[8,9,2] 0.764 0.433 0.226 0.670 1.723
beta4_pH[9,9,2] 0.924 0.538 0.275 0.783 2.177
beta4_pH[10,9,2] 0.720 0.274 0.344 0.669 1.272
beta4_pH[11,9,2] 0.695 0.245 0.352 0.661 1.190
beta4_pH[12,9,2] 0.930 0.379 0.439 0.846 1.736
beta4_pH[13,9,2] 0.747 0.265 0.381 0.702 1.296
beta4_pH[14,9,2] 1.034 0.344 0.562 0.973 1.712
beta4_pH[15,9,2] 0.916 0.268 0.537 0.870 1.454
beta4_pH[16,9,2] 0.899 0.364 0.419 0.823 1.656
beta4_pH[1,10,2] 0.690 0.284 0.306 0.645 1.280
beta4_pH[2,10,2] 0.852 0.214 0.544 0.823 1.261
beta4_pH[3,10,2] 0.912 0.274 0.515 0.869 1.471
beta4_pH[4,10,2] 0.806 0.267 0.427 0.773 1.334
beta4_pH[5,10,2] 0.664 0.545 0.083 0.497 1.991
beta4_pH[6,10,2] 1.890 1.600 0.238 1.399 6.426
beta4_pH[7,10,2] 1.105 0.615 0.349 0.955 2.513
beta4_pH[8,10,2] 0.759 0.427 0.228 0.659 1.702
beta4_pH[9,10,2] 0.912 0.534 0.278 0.770 2.179
beta4_pH[10,10,2] 0.724 0.279 0.344 0.667 1.290
beta4_pH[11,10,2] 0.690 0.244 0.352 0.649 1.185
beta4_pH[12,10,2] 0.925 0.378 0.437 0.838 1.729
beta4_pH[13,10,2] 0.749 0.265 0.382 0.711 1.291
beta4_pH[14,10,2] 1.023 0.329 0.564 0.965 1.697
beta4_pH[15,10,2] 0.922 0.272 0.538 0.882 1.451
beta4_pH[16,10,2] 0.907 0.366 0.417 0.836 1.659
beta4_pH[1,11,2] 0.701 0.289 0.307 0.653 1.291
beta4_pH[2,11,2] 0.851 0.217 0.543 0.818 1.266
beta4_pH[3,11,2] 0.906 0.272 0.514 0.861 1.467
beta4_pH[4,11,2] 0.813 0.272 0.429 0.772 1.346
beta4_pH[5,11,2] 0.660 0.534 0.085 0.500 1.988
beta4_pH[6,11,2] 1.910 1.628 0.235 1.422 6.572
beta4_pH[7,11,2] 1.106 0.617 0.346 0.963 2.510
beta4_pH[8,11,2] 0.768 0.436 0.225 0.668 1.728
beta4_pH[9,11,2] 0.935 0.547 0.273 0.797 2.198
beta4_pH[10,11,2] 0.722 0.277 0.348 0.669 1.294
beta4_pH[11,11,2] 0.680 0.241 0.354 0.644 1.182
beta4_pH[12,11,2] 0.926 0.378 0.441 0.852 1.733
beta4_pH[13,11,2] 0.743 0.264 0.378 0.693 1.288
beta4_pH[14,11,2] 1.039 0.340 0.567 0.980 1.708
beta4_pH[15,11,2] 0.915 0.265 0.538 0.869 1.440
beta4_pH[16,11,2] 0.900 0.359 0.423 0.823 1.655
beta4_pH[1,12,2] 0.706 0.285 0.307 0.666 1.286
beta4_pH[2,12,2] 0.853 0.214 0.542 0.824 1.263
beta4_pH[3,12,2] 0.904 0.268 0.517 0.862 1.456
beta4_pH[4,12,2] 0.811 0.270 0.434 0.778 1.353
beta4_pH[5,12,2] 0.670 0.555 0.084 0.495 2.022
beta4_pH[6,12,2] 1.918 1.658 0.230 1.402 6.626
beta4_pH[7,12,2] 1.092 0.618 0.348 0.934 2.487
beta4_pH[8,12,2] 0.770 0.433 0.225 0.674 1.734
beta4_pH[9,12,2] 0.932 0.554 0.271 0.769 2.210
beta4_pH[10,12,2] 0.724 0.271 0.345 0.672 1.277
beta4_pH[11,12,2] 0.684 0.244 0.353 0.644 1.188
beta4_pH[12,12,2] 0.926 0.380 0.442 0.839 1.725
beta4_pH[13,12,2] 0.750 0.265 0.382 0.712 1.294
beta4_pH[14,12,2] 1.024 0.333 0.564 0.962 1.701
beta4_pH[15,12,2] 0.905 0.271 0.535 0.859 1.441
beta4_pH[16,12,2] 0.903 0.362 0.419 0.823 1.651
beta4_pH[1,13,2] 0.687 0.285 0.303 0.633 1.285
beta4_pH[2,13,2] 0.854 0.215 0.546 0.823 1.267
beta4_pH[3,13,2] 0.903 0.268 0.513 0.862 1.455
beta4_pH[4,13,2] 0.808 0.271 0.431 0.769 1.345
beta4_pH[5,13,2] 0.657 0.536 0.085 0.498 1.985
beta4_pH[6,13,2] 1.867 1.622 0.232 1.396 6.572
beta4_pH[7,13,2] 1.086 0.612 0.344 0.923 2.441
beta4_pH[8,13,2] 0.781 0.437 0.227 0.682 1.729
beta4_pH[9,13,2] 0.938 0.550 0.275 0.788 2.215
beta4_pH[10,13,2] 0.721 0.280 0.343 0.670 1.288
beta4_pH[11,13,2] 0.684 0.246 0.352 0.639 1.186
beta4_pH[12,13,2] 0.932 0.375 0.436 0.848 1.718
beta4_pH[13,13,2] 0.748 0.271 0.377 0.700 1.292
beta4_pH[14,13,2] 1.028 0.332 0.558 0.975 1.701
beta4_pH[15,13,2] 0.918 0.268 0.537 0.876 1.443
beta4_pH[16,13,2] 0.895 0.363 0.418 0.824 1.653
beta4_pH[1,14,2] 0.696 0.283 0.307 0.652 1.285
beta4_pH[2,14,2] 0.864 0.216 0.545 0.837 1.267
beta4_pH[3,14,2] 0.871 0.263 0.513 0.822 1.461
beta4_pH[4,14,2] 0.809 0.272 0.433 0.767 1.347
beta4_pH[5,14,2] 0.654 0.536 0.084 0.491 1.976
beta4_pH[6,14,2] 1.828 1.573 0.238 1.361 6.446
beta4_pH[7,14,2] 1.090 0.609 0.347 0.941 2.497
beta4_pH[8,14,2] 0.771 0.432 0.228 0.677 1.729
beta4_pH[9,14,2] 0.933 0.539 0.273 0.802 2.168
beta4_pH[10,14,2] 0.729 0.276 0.346 0.686 1.284
beta4_pH[11,14,2] 0.676 0.247 0.351 0.624 1.187
beta4_pH[12,14,2] 0.922 0.380 0.437 0.831 1.724
beta4_pH[13,14,2] 0.744 0.271 0.379 0.693 1.296
beta4_pH[14,14,2] 1.033 0.334 0.565 0.973 1.699
beta4_pH[15,14,2] 0.919 0.271 0.538 0.871 1.444
beta4_pH[16,14,2] 0.897 0.360 0.421 0.822 1.661
beta4_pH[1,15,2] 0.694 0.287 0.303 0.642 1.282
beta4_pH[2,15,2] 0.865 0.217 0.544 0.844 1.265
beta4_pH[3,15,2] 0.959 0.270 0.523 0.929 1.478
beta4_pH[4,15,2] 0.812 0.274 0.430 0.770 1.343
beta4_pH[5,15,2] 0.657 0.549 0.084 0.480 2.005
beta4_pH[6,15,2] 1.839 1.577 0.242 1.352 6.384
beta4_pH[7,15,2] 1.098 0.611 0.345 0.942 2.475
beta4_pH[8,15,2] 0.768 0.439 0.224 0.667 1.750
beta4_pH[9,15,2] 0.931 0.555 0.270 0.790 2.193
beta4_pH[10,15,2] 0.724 0.278 0.345 0.675 1.295
beta4_pH[11,15,2] 0.705 0.247 0.355 0.666 1.197
beta4_pH[12,15,2] 0.924 0.376 0.440 0.839 1.729
beta4_pH[13,15,2] 0.775 0.272 0.385 0.732 1.307
beta4_pH[14,15,2] 1.037 0.336 0.565 0.988 1.703
beta4_pH[15,15,2] 0.937 0.268 0.541 0.902 1.445
beta4_pH[16,15,2] 0.900 0.362 0.422 0.819 1.657
beta4_pH[1,16,2] 0.690 0.282 0.306 0.644 1.279
beta4_pH[2,16,2] 0.856 0.218 0.543 0.828 1.263
beta4_pH[3,16,2] 0.930 0.270 0.522 0.894 1.469
beta4_pH[4,16,2] 0.816 0.273 0.432 0.772 1.344
beta4_pH[5,16,2] 0.653 0.538 0.086 0.491 1.989
beta4_pH[6,16,2] 1.839 1.566 0.237 1.366 6.325
beta4_pH[7,16,2] 1.095 0.614 0.345 0.940 2.476
beta4_pH[8,16,2] 0.773 0.439 0.224 0.673 1.726
beta4_pH[9,16,2] 0.909 0.537 0.272 0.761 2.154
beta4_pH[10,16,2] 0.733 0.278 0.349 0.692 1.295
beta4_pH[11,16,2] 0.684 0.247 0.353 0.628 1.195
beta4_pH[12,16,2] 0.934 0.383 0.438 0.846 1.740
beta4_pH[13,16,2] 0.740 0.264 0.378 0.697 1.287
beta4_pH[14,16,2] 1.024 0.338 0.561 0.968 1.693
beta4_pH[15,16,2] 0.914 0.268 0.536 0.872 1.437
beta4_pH[16,16,2] 0.920 0.364 0.422 0.852 1.655
beta4_pH[1,17,2] 0.694 0.286 0.307 0.647 1.288
beta4_pH[2,17,2] 0.863 0.214 0.547 0.837 1.261
beta4_pH[3,17,2] 0.931 0.264 0.525 0.900 1.462
beta4_pH[4,17,2] 0.811 0.270 0.430 0.774 1.340
beta4_pH[5,17,2] 0.672 0.545 0.085 0.508 1.975
beta4_pH[6,17,2] 1.845 1.593 0.235 1.379 6.407
beta4_pH[7,17,2] 1.110 0.618 0.346 0.957 2.519
beta4_pH[8,17,2] 0.767 0.432 0.227 0.664 1.709
beta4_pH[9,17,2] 0.933 0.549 0.274 0.777 2.193
beta4_pH[10,17,2] 0.721 0.276 0.347 0.673 1.282
beta4_pH[11,17,2] 0.690 0.244 0.352 0.645 1.195
beta4_pH[12,17,2] 0.916 0.374 0.438 0.828 1.718
beta4_pH[13,17,2] 0.753 0.266 0.380 0.710 1.293
beta4_pH[14,17,2] 1.023 0.331 0.561 0.964 1.686
beta4_pH[15,17,2] 0.908 0.264 0.537 0.866 1.431
beta4_pH[16,17,2] 0.885 0.364 0.416 0.802 1.658
beta4_pH[1,18,2] 0.697 0.283 0.306 0.654 1.280
beta4_pH[2,18,2] 0.853 0.216 0.541 0.824 1.261
beta4_pH[3,18,2] 0.908 0.266 0.521 0.868 1.465
beta4_pH[4,18,2] 0.813 0.271 0.430 0.765 1.349
beta4_pH[5,18,2] 0.684 0.548 0.085 0.514 2.004
beta4_pH[6,18,2] 1.862 1.602 0.241 1.351 6.327
beta4_pH[7,18,2] 1.106 0.635 0.342 0.935 2.511
beta4_pH[8,18,2] 0.772 0.438 0.228 0.669 1.751
beta4_pH[9,18,2] 0.925 0.536 0.272 0.784 2.194
beta4_pH[10,18,2] 0.725 0.275 0.346 0.681 1.291
beta4_pH[11,18,2] 0.691 0.244 0.354 0.647 1.187
beta4_pH[12,18,2] 0.925 0.376 0.439 0.836 1.721
beta4_pH[13,18,2] 0.749 0.264 0.378 0.711 1.279
beta4_pH[14,18,2] 1.029 0.335 0.562 0.969 1.696
beta4_pH[15,18,2] 0.914 0.271 0.536 0.869 1.440
beta4_pH[16,18,2] 0.902 0.368 0.421 0.820 1.664
beta4_pH[1,19,2] 0.689 0.282 0.308 0.637 1.288
beta4_pH[2,19,2] 0.860 0.214 0.546 0.832 1.258
beta4_pH[3,19,2] 0.911 0.268 0.521 0.870 1.461
beta4_pH[4,19,2] 0.821 0.274 0.431 0.787 1.352
beta4_pH[5,19,2] 0.680 0.545 0.086 0.523 1.983
beta4_pH[6,19,2] 1.892 1.640 0.238 1.379 6.602
beta4_pH[7,19,2] 1.108 0.606 0.345 0.972 2.450
beta4_pH[8,19,2] 0.765 0.435 0.226 0.680 1.731
beta4_pH[9,19,2] 0.915 0.544 0.273 0.772 2.193
beta4_pH[10,19,2] 0.727 0.278 0.348 0.680 1.291
beta4_pH[11,19,2] 0.684 0.247 0.353 0.633 1.185
beta4_pH[12,19,2] 0.929 0.377 0.436 0.850 1.728
beta4_pH[13,19,2] 0.740 0.268 0.378 0.688 1.283
beta4_pH[14,19,2] 1.010 0.337 0.560 0.946 1.701
beta4_pH[15,19,2] 0.920 0.269 0.542 0.876 1.437
beta4_pH[16,19,2] 0.887 0.361 0.419 0.805 1.644
beta4_pH[1,20,2] 0.696 0.286 0.305 0.648 1.282
beta4_pH[2,20,2] 0.863 0.216 0.544 0.842 1.266
beta4_pH[3,20,2] 0.917 0.272 0.514 0.878 1.469
beta4_pH[4,20,2] 0.805 0.272 0.428 0.759 1.345
beta4_pH[5,20,2] 0.662 0.540 0.083 0.492 1.972
beta4_pH[6,20,2] 1.828 1.578 0.239 1.342 6.443
beta4_pH[7,20,2] 1.112 0.628 0.349 0.956 2.512
beta4_pH[8,20,2] 0.763 0.436 0.226 0.663 1.732
beta4_pH[9,20,2] 0.924 0.544 0.275 0.781 2.172
beta4_pH[10,20,2] 0.719 0.273 0.347 0.674 1.288
beta4_pH[11,20,2] 0.681 0.247 0.349 0.634 1.187
beta4_pH[12,20,2] 0.931 0.383 0.437 0.838 1.731
beta4_pH[13,20,2] 0.746 0.264 0.379 0.701 1.282
beta4_pH[14,20,2] 1.040 0.337 0.565 0.988 1.700
beta4_pH[15,20,2] 0.911 0.267 0.537 0.865 1.449
beta4_pH[16,20,2] 0.888 0.363 0.418 0.799 1.659
beta4_pH[1,21,2] 0.692 0.286 0.304 0.640 1.287
beta4_pH[2,21,2] 0.850 0.218 0.541 0.819 1.266
beta4_pH[3,21,2] 0.918 0.266 0.519 0.881 1.475
beta4_pH[4,21,2] 0.802 0.267 0.432 0.761 1.343
beta4_pH[5,21,2] 0.670 0.541 0.086 0.514 1.989
beta4_pH[6,21,2] 1.868 1.610 0.246 1.382 6.485
beta4_pH[7,21,2] 1.081 0.611 0.349 0.920 2.473
beta4_pH[8,21,2] 0.753 0.433 0.228 0.640 1.722
beta4_pH[9,21,2] 0.905 0.528 0.274 0.770 2.153
beta4_pH[10,21,2] 0.720 0.277 0.344 0.669 1.298
beta4_pH[11,21,2] 0.688 0.247 0.353 0.644 1.192
beta4_pH[12,21,2] 0.919 0.373 0.435 0.837 1.734
beta4_pH[13,21,2] 0.748 0.269 0.382 0.701 1.292
beta4_pH[14,21,2] 1.019 0.340 0.561 0.956 1.707
beta4_pH[15,21,2] 0.915 0.268 0.539 0.879 1.440
beta4_pH[16,21,2] 0.895 0.367 0.421 0.806 1.659
beta4_pH[1,22,2] 0.693 0.282 0.310 0.643 1.284
beta4_pH[2,22,2] 0.861 0.216 0.548 0.836 1.266
beta4_pH[3,22,2] 0.866 0.250 0.516 0.828 1.442
beta4_pH[4,22,2] 0.841 0.272 0.433 0.807 1.351
beta4_pH[5,22,2] 0.646 0.544 0.084 0.457 2.000
beta4_pH[6,22,2] 1.931 1.673 0.235 1.410 6.655
beta4_pH[7,22,2] 1.086 0.612 0.345 0.933 2.490
beta4_pH[8,22,2] 0.758 0.432 0.225 0.665 1.724
beta4_pH[9,22,2] 0.937 0.539 0.277 0.810 2.149
beta4_pH[10,22,2] 0.726 0.278 0.348 0.678 1.291
beta4_pH[11,22,2] 0.691 0.248 0.350 0.650 1.185
beta4_pH[12,22,2] 0.925 0.374 0.437 0.841 1.732
beta4_pH[13,22,2] 0.750 0.272 0.381 0.703 1.295
beta4_pH[14,22,2] 1.034 0.336 0.560 0.987 1.705
beta4_pH[15,22,2] 0.915 0.268 0.538 0.877 1.441
beta4_pH[16,22,2] 0.907 0.365 0.420 0.834 1.663
beta4_pH[1,23,2] 0.681 0.283 0.307 0.628 1.280
beta4_pH[2,23,2] 0.862 0.214 0.545 0.842 1.265
beta4_pH[3,23,2] 0.962 0.262 0.535 0.928 1.469
beta4_pH[4,23,2] 0.821 0.270 0.431 0.780 1.342
beta4_pH[5,23,2] 0.656 0.534 0.084 0.500 1.975
beta4_pH[6,23,2] 1.926 1.649 0.241 1.402 6.469
beta4_pH[7,23,2] 1.105 0.619 0.350 0.946 2.496
beta4_pH[8,23,2] 0.764 0.432 0.228 0.664 1.724
beta4_pH[9,23,2] 0.920 0.540 0.274 0.776 2.189
beta4_pH[10,23,2] 0.715 0.271 0.342 0.670 1.279
beta4_pH[11,23,2] 0.682 0.244 0.352 0.633 1.189
beta4_pH[12,23,2] 0.931 0.379 0.434 0.841 1.721
beta4_pH[13,23,2] 0.752 0.265 0.381 0.708 1.292
beta4_pH[14,23,2] 1.041 0.338 0.562 0.980 1.710
beta4_pH[15,23,2] 0.917 0.268 0.538 0.875 1.441
beta4_pH[16,23,2] 0.896 0.364 0.417 0.815 1.665
beta4_pH[1,24,2] 0.691 0.285 0.308 0.641 1.285
beta4_pH[2,24,2] 0.858 0.215 0.545 0.831 1.263
beta4_pH[3,24,2] 0.919 0.268 0.518 0.875 1.471
beta4_pH[4,24,2] 0.831 0.269 0.435 0.803 1.350
beta4_pH[5,24,2] 0.653 0.540 0.084 0.483 2.001
beta4_pH[6,24,2] 1.926 1.663 0.240 1.399 6.714
beta4_pH[7,24,2] 1.067 0.611 0.343 0.910 2.491
beta4_pH[8,24,2] 0.775 0.430 0.227 0.684 1.728
beta4_pH[9,24,2] 0.906 0.536 0.272 0.767 2.168
beta4_pH[10,24,2] 0.731 0.281 0.345 0.678 1.296
beta4_pH[11,24,2] 0.680 0.246 0.350 0.632 1.197
beta4_pH[12,24,2] 0.933 0.381 0.437 0.849 1.730
beta4_pH[13,24,2] 0.743 0.271 0.381 0.688 1.299
beta4_pH[14,24,2] 1.047 0.337 0.561 1.000 1.717
beta4_pH[15,24,2] 0.918 0.266 0.540 0.879 1.439
beta4_pH[16,24,2] 0.910 0.359 0.423 0.854 1.657
beta4_pH[1,25,2] 0.695 0.283 0.304 0.652 1.284
beta4_pH[2,25,2] 0.861 0.215 0.546 0.837 1.270
beta4_pH[3,25,2] 0.976 0.270 0.526 0.949 1.480
beta4_pH[4,25,2] 0.809 0.270 0.432 0.765 1.348
beta4_pH[5,25,2] 0.660 0.544 0.083 0.481 1.980
beta4_pH[6,25,2] 1.892 1.625 0.246 1.403 6.560
beta4_pH[7,25,2] 1.101 0.614 0.348 0.950 2.479
beta4_pH[8,25,2] 0.750 0.433 0.226 0.645 1.714
beta4_pH[9,25,2] 0.918 0.546 0.271 0.774 2.174
beta4_pH[10,25,2] 0.723 0.278 0.347 0.673 1.285
beta4_pH[11,25,2] 0.673 0.242 0.350 0.628 1.188
beta4_pH[12,25,2] 0.931 0.373 0.437 0.847 1.721
beta4_pH[13,25,2] 0.755 0.266 0.383 0.711 1.296
beta4_pH[14,25,2] 1.041 0.336 0.565 0.990 1.701
beta4_pH[15,25,2] 0.913 0.267 0.537 0.869 1.438
beta4_pH[16,25,2] 0.905 0.363 0.422 0.833 1.654
beta4_pH[1,26,2] 0.698 0.285 0.307 0.649 1.287
beta4_pH[2,26,2] 0.860 0.213 0.546 0.835 1.263
beta4_pH[3,26,2] 0.922 0.266 0.521 0.883 1.464
beta4_pH[4,26,2] 0.796 0.269 0.430 0.749 1.346
beta4_pH[5,26,2] 0.653 0.528 0.085 0.490 1.953
beta4_pH[6,26,2] 1.826 1.545 0.238 1.381 6.394
beta4_pH[7,26,2] 1.119 0.621 0.350 0.968 2.514
beta4_pH[8,26,2] 0.757 0.430 0.225 0.662 1.725
beta4_pH[9,26,2] 0.928 0.547 0.276 0.775 2.204
beta4_pH[10,26,2] 0.726 0.273 0.347 0.687 1.277
beta4_pH[11,26,2] 0.693 0.247 0.352 0.653 1.193
beta4_pH[12,26,2] 0.924 0.373 0.437 0.837 1.723
beta4_pH[13,26,2] 0.755 0.267 0.383 0.718 1.295
beta4_pH[14,26,2] 1.036 0.334 0.563 0.984 1.693
beta4_pH[15,26,2] 0.929 0.272 0.536 0.889 1.445
beta4_pH[16,26,2] 0.919 0.363 0.423 0.846 1.647
beta4_pH[1,27,2] 0.693 0.280 0.307 0.643 1.283
beta4_pH[2,27,2] 0.866 0.213 0.545 0.845 1.258
beta4_pH[3,27,2] 0.963 0.267 0.532 0.933 1.480
beta4_pH[4,27,2] 0.810 0.272 0.429 0.771 1.342
beta4_pH[5,27,2] 0.665 0.532 0.086 0.513 1.949
beta4_pH[6,27,2] 1.867 1.578 0.241 1.394 6.491
beta4_pH[7,27,2] 1.091 0.609 0.343 0.947 2.480
beta4_pH[8,27,2] 0.750 0.436 0.224 0.651 1.713
beta4_pH[9,27,2] 0.916 0.538 0.278 0.771 2.190
beta4_pH[10,27,2] 0.721 0.275 0.345 0.674 1.292
beta4_pH[11,27,2] 0.697 0.244 0.354 0.661 1.189
beta4_pH[12,27,2] 0.939 0.376 0.443 0.860 1.728
beta4_pH[13,27,2] 0.764 0.268 0.383 0.722 1.291
beta4_pH[14,27,2] 1.033 0.334 0.560 0.981 1.700
beta4_pH[15,27,2] 0.927 0.269 0.537 0.889 1.444
beta4_pH[16,27,2] 0.909 0.364 0.420 0.839 1.665
beta4_pH[1,28,2] 0.689 0.282 0.306 0.644 1.280
beta4_pH[2,28,2] 0.856 0.215 0.543 0.830 1.265
beta4_pH[3,28,2] 0.824 0.253 0.506 0.766 1.423
beta4_pH[4,28,2] 0.807 0.269 0.435 0.762 1.350
beta4_pH[5,28,2] 0.611 0.523 0.083 0.435 1.949
beta4_pH[6,28,2] 1.886 1.597 0.240 1.406 6.338
beta4_pH[7,28,2] 1.113 0.628 0.348 0.948 2.502
beta4_pH[8,28,2] 0.752 0.432 0.225 0.647 1.730
beta4_pH[9,28,2] 0.907 0.534 0.273 0.764 2.157
beta4_pH[10,28,2] 0.723 0.277 0.344 0.675 1.292
beta4_pH[11,28,2] 0.701 0.244 0.351 0.668 1.191
beta4_pH[12,28,2] 0.930 0.378 0.438 0.847 1.717
beta4_pH[13,28,2] 0.740 0.271 0.377 0.682 1.294
beta4_pH[14,28,2] 1.035 0.338 0.560 0.981 1.702
beta4_pH[15,28,2] 0.896 0.261 0.536 0.857 1.426
beta4_pH[16,28,2] 0.878 0.359 0.419 0.793 1.653
beta4_pH[1,29,2] 0.700 0.284 0.305 0.656 1.284
beta4_pH[2,29,2] 0.860 0.215 0.545 0.834 1.258
beta4_pH[3,29,2] 0.935 0.265 0.528 0.901 1.459
beta4_pH[4,29,2] 0.799 0.268 0.427 0.757 1.343
beta4_pH[5,29,2] 0.658 0.540 0.081 0.491 1.961
beta4_pH[6,29,2] 1.891 1.653 0.238 1.375 6.691
beta4_pH[7,29,2] 1.094 0.618 0.350 0.925 2.507
beta4_pH[8,29,2] 0.776 0.434 0.224 0.687 1.730
beta4_pH[9,29,2] 0.923 0.545 0.274 0.765 2.193
beta4_pH[10,29,2] 0.726 0.276 0.344 0.682 1.293
beta4_pH[11,29,2] 0.693 0.246 0.350 0.651 1.190
beta4_pH[12,29,2] 0.934 0.382 0.438 0.846 1.731
beta4_pH[13,29,2] 0.751 0.268 0.381 0.710 1.290
beta4_pH[14,29,2] 1.032 0.335 0.563 0.977 1.705
beta4_pH[15,29,2] 0.921 0.270 0.539 0.881 1.451
beta4_pH[16,29,2] 0.894 0.355 0.419 0.825 1.650
beta4_pH[1,30,2] 0.700 0.282 0.306 0.656 1.286
beta4_pH[2,30,2] 0.851 0.216 0.542 0.829 1.260
beta4_pH[3,30,2] 0.909 0.266 0.517 0.868 1.463
beta4_pH[4,30,2] 0.813 0.269 0.431 0.778 1.331
beta4_pH[5,30,2] 0.625 0.532 0.081 0.444 1.967
beta4_pH[6,30,2] 1.850 1.561 0.236 1.383 6.284
beta4_pH[7,30,2] 1.097 0.619 0.345 0.929 2.501
beta4_pH[8,30,2] 0.755 0.430 0.224 0.653 1.724
beta4_pH[9,30,2] 0.945 0.550 0.278 0.793 2.186
beta4_pH[10,30,2] 0.728 0.276 0.346 0.682 1.286
beta4_pH[11,30,2] 0.686 0.245 0.350 0.642 1.195
beta4_pH[12,30,2] 0.926 0.376 0.440 0.839 1.718
beta4_pH[13,30,2] 0.758 0.268 0.383 0.719 1.293
beta4_pH[14,30,2] 1.022 0.336 0.565 0.958 1.703
beta4_pH[15,30,2] 0.897 0.263 0.536 0.850 1.433
beta4_pH[16,30,2] 0.873 0.355 0.418 0.792 1.631
beta4_pH[1,31,2] 0.692 0.282 0.305 0.642 1.285
beta4_pH[2,31,2] 0.849 0.212 0.544 0.824 1.258
beta4_pH[3,31,2] 0.894 0.265 0.518 0.850 1.460
beta4_pH[4,31,2] 0.809 0.275 0.430 0.772 1.353
beta4_pH[5,31,2] 0.651 0.543 0.084 0.477 1.992
beta4_pH[6,31,2] 1.880 1.623 0.231 1.371 6.525
beta4_pH[7,31,2] 1.093 0.611 0.345 0.944 2.479
beta4_pH[8,31,2] 0.769 0.431 0.228 0.681 1.703
beta4_pH[9,31,2] 0.920 0.538 0.275 0.772 2.149
beta4_pH[10,31,2] 0.722 0.279 0.343 0.670 1.291
beta4_pH[11,31,2] 0.683 0.243 0.353 0.637 1.191
beta4_pH[12,31,2] 0.934 0.378 0.438 0.853 1.728
beta4_pH[13,31,2] 0.720 0.263 0.378 0.667 1.285
beta4_pH[14,31,2] 1.051 0.335 0.563 1.001 1.706
beta4_pH[15,31,2] 0.907 0.268 0.538 0.855 1.443
beta4_pH[16,31,2] 0.878 0.355 0.420 0.803 1.645
beta4_pH[1,32,2] 0.689 0.283 0.304 0.638 1.279
beta4_pH[2,32,2] 0.843 0.218 0.541 0.813 1.265
beta4_pH[3,32,2] 0.888 0.270 0.513 0.840 1.466
beta4_pH[4,32,2] 0.805 0.267 0.434 0.764 1.339
beta4_pH[5,32,2] 0.666 0.540 0.085 0.505 1.977
beta4_pH[6,32,2] 1.893 1.640 0.238 1.371 6.645
beta4_pH[7,32,2] 1.081 0.609 0.345 0.937 2.510
beta4_pH[8,32,2] 0.767 0.432 0.225 0.676 1.730
beta4_pH[9,32,2] 0.922 0.533 0.277 0.786 2.163
beta4_pH[10,32,2] 0.722 0.275 0.345 0.670 1.286
beta4_pH[11,32,2] 0.683 0.247 0.351 0.636 1.198
beta4_pH[12,32,2] 0.920 0.376 0.438 0.831 1.730
beta4_pH[13,32,2] 0.744 0.269 0.384 0.697 1.292
beta4_pH[14,32,2] 1.024 0.337 0.561 0.956 1.703
beta4_pH[15,32,2] 0.899 0.270 0.536 0.847 1.439
beta4_pH[16,32,2] 0.890 0.362 0.418 0.804 1.647
beta4_pH[1,33,2] 0.686 0.279 0.307 0.635 1.260
beta4_pH[2,33,2] 0.835 0.212 0.541 0.802 1.260
beta4_pH[3,33,2] 0.882 0.262 0.516 0.837 1.455
beta4_pH[4,33,2] 0.807 0.272 0.429 0.762 1.346
beta4_pH[5,33,2] 0.645 0.531 0.085 0.481 1.963
beta4_pH[6,33,2] 1.899 1.630 0.234 1.395 6.437
beta4_pH[7,33,2] 1.117 0.625 0.349 0.955 2.492
beta4_pH[8,33,2] 0.745 0.426 0.224 0.641 1.707
beta4_pH[9,33,2] 0.943 0.556 0.276 0.801 2.202
beta4_pH[10,33,2] 0.730 0.274 0.344 0.684 1.281
beta4_pH[11,33,2] 0.680 0.245 0.352 0.632 1.187
beta4_pH[12,33,2] 0.927 0.374 0.439 0.847 1.727
beta4_pH[13,33,2] 0.730 0.265 0.378 0.681 1.287
beta4_pH[14,33,2] 1.048 0.344 0.562 0.998 1.716
beta4_pH[15,33,2] 0.889 0.267 0.534 0.825 1.442
beta4_pH[16,33,2] 0.881 0.358 0.418 0.801 1.644
beta4_pH[1,34,2] 0.696 0.283 0.307 0.651 1.287
beta4_pH[2,34,2] 0.842 0.216 0.543 0.808 1.259
beta4_pH[3,34,2] 0.890 0.269 0.514 0.848 1.461
beta4_pH[4,34,2] 0.806 0.268 0.431 0.760 1.346
beta4_pH[5,34,2] 0.654 0.542 0.084 0.486 2.003
beta4_pH[6,34,2] 1.825 1.629 0.232 1.338 6.678
beta4_pH[7,34,2] 1.101 0.609 0.353 0.939 2.506
beta4_pH[8,34,2] 0.753 0.434 0.228 0.644 1.726
beta4_pH[9,34,2] 0.913 0.541 0.272 0.770 2.173
beta4_pH[10,34,2] 0.724 0.277 0.345 0.673 1.288
beta4_pH[11,34,2] 0.675 0.241 0.352 0.632 1.178
beta4_pH[12,34,2] 0.912 0.379 0.438 0.814 1.727
beta4_pH[13,34,2] 0.742 0.266 0.381 0.695 1.293
beta4_pH[14,34,2] 1.011 0.337 0.559 0.942 1.693
beta4_pH[15,34,2] 0.898 0.266 0.534 0.849 1.431
beta4_pH[16,34,2] 0.864 0.354 0.419 0.778 1.631
beta4_pH[1,35,2] 0.417 0.144 0.201 0.395 0.758
beta4_pH[2,35,2] 0.780 0.087 0.625 0.775 0.959
beta4_pH[3,35,2] 1.027 0.167 0.743 1.016 1.390
beta4_pH[4,35,2] 0.594 0.226 0.271 0.556 1.155
beta4_pH[5,35,2] 0.124 0.090 0.027 0.101 0.374
beta4_pH[6,35,2] 0.750 0.651 0.134 0.572 2.542
beta4_pH[7,35,2] 2.340 1.941 0.428 1.800 7.556
beta4_pH[8,35,2] 0.524 0.258 0.190 0.476 1.178
beta4_pH[9,35,2] 0.594 0.505 0.107 0.450 1.946
beta4_pH[10,35,2] 0.629 0.134 0.402 0.616 0.922
beta4_pH[11,35,2] 0.761 0.196 0.441 0.737 1.209
beta4_pH[12,35,2] 1.419 0.944 0.367 1.178 3.845
beta4_pH[13,35,2] 0.726 0.107 0.539 0.719 0.956
beta4_pH[14,35,2] 0.809 0.276 0.417 0.760 1.478
beta4_pH[15,35,2] 0.881 0.120 0.668 0.872 1.134
beta4_pH[16,35,2] 0.574 0.251 0.230 0.525 1.194
beta4_pH[1,36,2] 0.916 0.205 0.579 0.893 1.379
beta4_pH[2,36,2] 0.856 0.112 0.660 0.846 1.095
beta4_pH[3,36,2] 0.884 0.149 0.632 0.872 1.210
beta4_pH[4,36,2] 0.756 0.230 0.410 0.725 1.311
beta4_pH[5,36,2] 0.651 0.820 0.075 0.413 2.821
beta4_pH[6,36,2] 5.923 4.393 0.797 4.666 17.195
beta4_pH[7,36,2] 1.130 0.632 0.349 0.981 2.720
beta4_pH[8,36,2] 0.920 0.391 0.390 0.842 1.878
beta4_pH[9,36,2] 0.547 0.399 0.123 0.441 1.621
beta4_pH[10,36,2] 0.461 0.127 0.258 0.445 0.758
beta4_pH[11,36,2] 0.549 0.110 0.369 0.537 0.796
beta4_pH[12,36,2] 0.827 0.442 0.269 0.737 1.939
beta4_pH[13,36,2] 0.791 0.128 0.574 0.779 1.076
beta4_pH[14,36,2] 1.186 0.446 0.547 1.110 2.262
beta4_pH[15,36,2] 0.957 0.137 0.712 0.947 1.251
beta4_pH[16,36,2] 0.990 0.380 0.442 0.919 1.901
beta4_pH[1,37,2] 0.764 0.175 0.482 0.742 1.165
beta4_pH[2,37,2] 0.772 0.086 0.615 0.768 0.947
beta4_pH[3,37,2] 0.913 0.136 0.682 0.900 1.212
beta4_pH[4,37,2] 0.747 0.227 0.395 0.717 1.269
beta4_pH[5,37,2] 1.067 1.236 0.105 0.697 4.071
beta4_pH[6,37,2] 2.124 2.142 0.271 1.421 7.999
beta4_pH[7,37,2] 1.255 0.833 0.306 1.057 3.458
beta4_pH[8,37,2] 0.964 0.391 0.414 0.893 1.910
beta4_pH[9,37,2] 1.814 1.795 0.209 1.254 6.764
beta4_pH[10,37,2] 0.766 0.152 0.509 0.755 1.097
beta4_pH[11,37,2] 0.834 0.170 0.548 0.821 1.207
beta4_pH[12,37,2] 0.807 0.548 0.215 0.667 2.232
beta4_pH[13,37,2] 0.618 0.095 0.451 0.612 0.824
beta4_pH[14,37,2] 0.998 0.368 0.457 0.938 1.910
beta4_pH[15,37,2] 0.701 0.104 0.521 0.695 0.924
beta4_pH[16,37,2] 0.606 0.188 0.316 0.578 1.052
beta4_pH[1,38,2] 0.739 0.160 0.479 0.723 1.097
beta4_pH[2,38,2] 0.709 0.081 0.563 0.703 0.878
beta4_pH[3,38,2] 0.892 0.154 0.637 0.880 1.228
beta4_pH[4,38,2] 0.893 0.243 0.510 0.859 1.465
beta4_pH[5,38,2] 0.498 0.409 0.100 0.382 1.480
beta4_pH[6,38,2] 1.672 1.922 0.135 1.054 7.358
beta4_pH[7,38,2] 0.509 0.294 0.148 0.442 1.257
beta4_pH[8,38,2] 0.762 0.300 0.337 0.706 1.488
beta4_pH[9,38,2] 1.543 1.066 0.368 1.265 4.358
beta4_pH[10,38,2] 0.728 0.164 0.461 0.714 1.109
beta4_pH[11,38,2] 0.529 0.136 0.317 0.511 0.855
beta4_pH[12,38,2] 0.770 0.482 0.208 0.659 2.025
beta4_pH[13,38,2] 0.904 0.188 0.588 0.883 1.317
beta4_pH[14,38,2] 1.109 0.444 0.479 1.022 2.280
beta4_pH[15,38,2] 0.846 0.096 0.672 0.842 1.052
beta4_pH[16,38,2] 0.831 0.330 0.348 0.777 1.649
beta4_pH[1,39,2] 0.701 0.144 0.466 0.688 1.018
beta4_pH[2,39,2] 0.866 0.101 0.683 0.859 1.071
beta4_pH[3,39,2] 0.846 0.120 0.634 0.835 1.107
beta4_pH[4,39,2] 0.840 0.276 0.432 0.793 1.488
beta4_pH[5,39,2] 1.132 1.328 0.124 0.739 4.554
beta4_pH[6,39,2] 0.457 0.617 0.037 0.268 2.034
beta4_pH[7,39,2] 1.890 1.786 0.293 1.370 6.810
beta4_pH[8,39,2] 1.395 0.774 0.440 1.210 3.411
beta4_pH[9,39,2] 2.011 1.576 0.365 1.547 6.182
beta4_pH[10,39,2] 0.758 0.209 0.439 0.730 1.251
beta4_pH[11,39,2] 0.685 0.173 0.407 0.665 1.074
beta4_pH[12,39,2] 0.777 0.452 0.239 0.670 1.952
beta4_pH[13,39,2] 0.720 0.118 0.516 0.710 0.976
beta4_pH[14,39,2] 0.940 0.351 0.438 0.880 1.780
beta4_pH[15,39,2] 0.997 0.109 0.802 0.990 1.234
beta4_pH[16,39,2] 0.860 0.351 0.376 0.794 1.712
beta4_pH[1,40,2] 0.766 0.130 0.543 0.755 1.051
beta4_pH[2,40,2] 0.763 0.085 0.607 0.758 0.940
beta4_pH[3,40,2] 0.929 0.141 0.684 0.915 1.246
beta4_pH[4,40,2] 0.885 0.213 0.545 0.865 1.363
beta4_pH[5,40,2] 0.322 0.237 0.076 0.261 0.944
beta4_pH[6,40,2] 1.974 2.109 0.216 1.296 7.803
beta4_pH[7,40,2] 1.546 1.392 0.250 1.150 5.429
beta4_pH[8,40,2] 0.358 0.283 0.069 0.274 1.138
beta4_pH[9,40,2] 0.513 0.513 0.069 0.343 1.937
beta4_pH[10,40,2] 0.922 0.256 0.535 0.882 1.514
beta4_pH[11,40,2] 0.462 0.111 0.279 0.449 0.726
beta4_pH[12,40,2] 0.639 0.385 0.188 0.543 1.614
beta4_pH[13,40,2] 0.784 0.120 0.580 0.773 1.047
beta4_pH[14,40,2] 0.754 0.246 0.379 0.718 1.331
beta4_pH[15,40,2] 0.837 0.097 0.666 0.831 1.045
beta4_pH[16,40,2] 1.191 0.489 0.486 1.115 2.357
beta4_pH[1,41,2] 0.613 0.133 0.393 0.601 0.906
beta4_pH[2,41,2] 0.791 0.103 0.608 0.784 1.012
beta4_pH[3,41,2] 0.887 0.140 0.644 0.877 1.194
beta4_pH[4,41,2] 0.875 0.381 0.357 0.806 1.809
beta4_pH[5,41,2] 1.385 0.774 0.430 1.202 3.260
beta4_pH[6,41,2] 3.076 3.110 0.296 1.985 12.159
beta4_pH[7,41,2] 0.838 0.500 0.250 0.715 2.138
beta4_pH[8,41,2] 1.216 0.723 0.349 1.030 3.038
beta4_pH[9,41,2] 0.528 0.596 0.060 0.343 2.108
beta4_pH[10,41,2] 0.782 0.173 0.492 0.768 1.154
beta4_pH[11,41,2] 0.848 0.240 0.480 0.814 1.403
beta4_pH[12,41,2] 0.976 0.494 0.352 0.871 2.179
beta4_pH[13,41,2] 0.698 0.112 0.506 0.690 0.952
beta4_pH[14,41,2] 1.112 0.332 0.602 1.064 1.899
beta4_pH[15,41,2] 0.781 0.101 0.610 0.771 1.002
beta4_pH[16,41,2] 0.961 0.454 0.364 0.865 2.124
beta4_pH[1,42,2] 0.671 0.143 0.430 0.655 0.992
beta4_pH[2,42,2] 0.784 0.098 0.607 0.778 0.993
beta4_pH[3,42,2] 0.802 0.150 0.545 0.787 1.132
beta4_pH[4,42,2] 0.982 0.325 0.494 0.935 1.776
beta4_pH[5,42,2] 1.476 1.659 0.165 0.968 6.125
beta4_pH[6,42,2] 0.316 0.240 0.065 0.252 0.969
beta4_pH[7,42,2] 0.972 0.623 0.265 0.823 2.617
beta4_pH[8,42,2] 0.776 0.341 0.304 0.712 1.564
beta4_pH[9,42,2] 0.789 0.583 0.177 0.637 2.352
beta4_pH[10,42,2] 0.918 0.204 0.577 0.894 1.391
beta4_pH[11,42,2] 0.644 0.146 0.403 0.627 0.981
beta4_pH[12,42,2] 0.827 0.379 0.312 0.757 1.704
beta4_pH[13,42,2] 0.505 0.159 0.264 0.483 0.882
beta4_pH[14,42,2] 0.907 0.312 0.452 0.855 1.652
beta4_pH[15,42,2] 0.925 0.091 0.758 0.920 1.107
beta4_pH[16,42,2] 0.577 0.208 0.271 0.542 1.084
beta4_pH[1,43,2] 0.792 0.191 0.482 0.771 1.218
beta4_pH[2,43,2] 0.754 0.082 0.610 0.748 0.927
beta4_pH[3,43,2] 0.658 0.094 0.494 0.650 0.860
beta4_pH[4,43,2] 0.844 0.279 0.424 0.799 1.473
beta4_pH[5,43,2] 1.616 0.767 0.608 1.445 3.541
beta4_pH[6,43,2] 1.161 0.947 0.225 0.898 3.686
beta4_pH[7,43,2] 0.719 0.595 0.134 0.553 2.437
beta4_pH[8,43,2] 0.606 0.272 0.240 0.552 1.295
beta4_pH[9,43,2] 1.165 1.094 0.179 0.847 4.128
beta4_pH[10,43,2] 0.678 0.144 0.438 0.663 0.991
beta4_pH[11,43,2] 0.642 0.135 0.419 0.629 0.945
beta4_pH[12,43,2] 0.766 0.372 0.281 0.686 1.666
beta4_pH[13,43,2] 0.588 0.118 0.395 0.575 0.860
beta4_pH[14,43,2] 1.093 0.349 0.571 1.039 1.931
beta4_pH[15,43,2] 0.849 0.101 0.665 0.842 1.066
beta4_pH[16,43,2] 1.249 0.471 0.584 1.172 2.402
beta4_pH[1,44,2] 0.605 0.160 0.349 0.587 0.971
beta4_pH[2,44,2] 0.704 0.079 0.557 0.700 0.869
beta4_pH[3,44,2] 0.633 0.099 0.463 0.625 0.845
beta4_pH[4,44,2] 0.840 0.211 0.516 0.813 1.338
beta4_pH[5,44,2] 1.231 0.621 0.428 1.109 2.766
beta4_pH[6,44,2] 1.275 1.576 0.109 0.789 5.566
beta4_pH[7,44,2] 1.184 0.668 0.372 1.036 2.866
beta4_pH[8,44,2] 0.434 0.281 0.116 0.363 1.145
beta4_pH[9,44,2] 1.014 0.962 0.165 0.750 3.452
beta4_pH[10,44,2] 0.629 0.159 0.378 0.609 0.988
beta4_pH[11,44,2] 0.358 0.120 0.178 0.339 0.643
beta4_pH[12,44,2] 0.599 0.299 0.192 0.538 1.357
beta4_pH[13,44,2] 0.531 0.096 0.371 0.524 0.740
beta4_pH[14,44,2] 0.682 0.175 0.393 0.661 1.084
beta4_pH[15,44,2] 0.645 0.082 0.501 0.639 0.821
beta4_pH[16,44,2] 0.429 0.185 0.172 0.394 0.882
beta4_pH[1,45,2] 0.792 0.198 0.464 0.766 1.237
beta4_pH[2,45,2] 0.706 0.088 0.544 0.700 0.894
beta4_pH[3,45,2] 0.758 0.138 0.526 0.745 1.072
beta4_pH[4,45,2] 0.761 0.196 0.445 0.735 1.215
beta4_pH[5,45,2] 0.984 1.098 0.102 0.641 3.983
beta4_pH[6,45,2] 1.212 1.211 0.175 0.844 4.400
beta4_pH[7,45,2] 0.681 0.533 0.122 0.538 2.059
beta4_pH[8,45,2] 1.183 0.540 0.467 1.081 2.552
beta4_pH[9,45,2] 0.105 0.122 0.010 0.069 0.437
beta4_pH[10,45,2] 0.843 0.202 0.518 0.815 1.305
beta4_pH[11,45,2] 0.471 0.105 0.299 0.461 0.710
beta4_pH[12,45,2] 0.774 0.334 0.302 0.711 1.604
beta4_pH[13,45,2] 0.458 0.075 0.327 0.452 0.622
beta4_pH[14,45,2] 0.755 0.181 0.463 0.734 1.142
beta4_pH[15,45,2] 0.507 0.071 0.382 0.503 0.655
beta4_pH[16,45,2] 0.265 0.157 0.075 0.225 0.683
beta4_pH[1,46,2] 0.797 0.164 0.527 0.782 1.153
beta4_pH[2,46,2] 0.675 0.099 0.505 0.668 0.884
beta4_pH[3,46,2] 0.777 0.120 0.569 0.771 1.037
beta4_pH[4,46,2] 0.871 0.322 0.414 0.818 1.649
beta4_pH[5,46,2] 1.094 0.594 0.349 0.967 2.656
beta4_pH[6,46,2] 1.444 1.683 0.112 0.921 6.053
beta4_pH[7,46,2] 1.667 1.234 0.356 1.335 4.845
beta4_pH[8,46,2] 1.031 0.485 0.404 0.927 2.266
beta4_pH[9,46,2] 1.633 1.574 0.226 1.155 6.064
beta4_pH[10,46,2] 0.659 0.169 0.383 0.642 1.042
beta4_pH[11,46,2] 0.668 0.135 0.432 0.659 0.954
beta4_pH[12,46,2] 1.000 0.397 0.371 0.943 1.890
beta4_pH[13,46,2] 0.601 0.181 0.320 0.576 1.015
beta4_pH[14,46,2] 0.902 0.261 0.449 0.878 1.448
beta4_pH[15,46,2] 0.605 0.071 0.479 0.601 0.751
beta4_pH[16,46,2] 0.560 0.204 0.249 0.532 1.029
beta4_pH[1,47,2] 0.625 0.143 0.390 0.606 0.943
beta4_pH[2,47,2] 0.769 0.112 0.577 0.761 1.016
beta4_pH[3,47,2] 0.768 0.118 0.561 0.760 1.033
beta4_pH[4,47,2] 0.552 0.223 0.239 0.512 1.080
beta4_pH[5,47,2] 0.120 0.092 0.025 0.093 0.367
beta4_pH[6,47,2] 0.183 0.128 0.043 0.150 0.504
beta4_pH[7,47,2] 0.490 0.446 0.083 0.363 1.672
beta4_pH[8,47,2] 0.928 0.637 0.226 0.765 2.706
beta4_pH[9,47,2] 0.484 0.694 0.041 0.284 2.244
beta4_pH[10,47,2] 0.846 0.273 0.441 0.807 1.501
beta4_pH[11,47,2] 0.576 0.116 0.390 0.565 0.838
beta4_pH[12,47,2] 1.138 0.419 0.445 1.101 2.041
beta4_pH[13,47,2] 0.673 0.112 0.479 0.664 0.909
beta4_pH[14,47,2] 0.856 0.299 0.387 0.821 1.508
beta4_pH[15,47,2] 0.695 0.107 0.504 0.687 0.915
beta4_pH[16,47,2] 0.667 0.207 0.330 0.645 1.118
beta4_pH[1,1,3] 0.696 0.283 0.307 0.647 1.278
beta4_pH[2,1,3] 0.851 0.215 0.545 0.819 1.263
beta4_pH[3,1,3] 0.904 0.270 0.516 0.869 1.465
beta4_pH[4,1,3] 0.805 0.270 0.430 0.764 1.334
beta4_pH[5,1,3] 0.662 0.542 0.084 0.495 1.973
beta4_pH[6,1,3] 1.893 1.624 0.239 1.376 6.437
beta4_pH[7,1,3] 1.107 0.624 0.346 0.938 2.482
beta4_pH[8,1,3] 0.772 0.429 0.227 0.678 1.742
beta4_pH[9,1,3] 0.936 0.545 0.276 0.797 2.194
beta4_pH[10,1,3] 0.720 0.276 0.345 0.677 1.284
beta4_pH[11,1,3] 0.683 0.247 0.352 0.635 1.186
beta4_pH[12,1,3] 0.943 0.383 0.436 0.872 1.720
beta4_pH[13,1,3] 0.749 0.271 0.380 0.689 1.301
beta4_pH[14,1,3] 1.028 0.335 0.564 0.974 1.692
beta4_pH[15,1,3] 0.908 0.265 0.538 0.863 1.442
beta4_pH[16,1,3] 0.904 0.362 0.420 0.831 1.660
beta4_pH[1,2,3] 0.694 0.285 0.305 0.647 1.268
beta4_pH[2,2,3] 0.857 0.217 0.546 0.827 1.262
beta4_pH[3,2,3] 0.898 0.268 0.512 0.856 1.463
beta4_pH[4,2,3] 0.800 0.264 0.432 0.756 1.336
beta4_pH[5,2,3] 0.662 0.534 0.087 0.503 1.974
beta4_pH[6,2,3] 1.873 1.595 0.241 1.378 6.516
beta4_pH[7,2,3] 1.112 0.610 0.351 0.967 2.489
beta4_pH[8,2,3] 0.770 0.432 0.227 0.672 1.709
beta4_pH[9,2,3] 0.921 0.555 0.274 0.769 2.207
beta4_pH[10,2,3] 0.726 0.279 0.347 0.669 1.295
beta4_pH[11,2,3] 0.687 0.248 0.353 0.637 1.188
beta4_pH[12,2,3] 0.924 0.380 0.436 0.838 1.721
beta4_pH[13,2,3] 0.748 0.271 0.381 0.701 1.294
beta4_pH[14,2,3] 1.033 0.336 0.558 0.979 1.701
beta4_pH[15,2,3] 0.922 0.269 0.541 0.886 1.448
beta4_pH[16,2,3] 0.902 0.355 0.417 0.836 1.649
beta4_pH[1,3,3] 0.694 0.285 0.306 0.644 1.282
beta4_pH[2,3,3] 0.855 0.216 0.543 0.829 1.258
beta4_pH[3,3,3] 0.909 0.274 0.516 0.864 1.467
beta4_pH[4,3,3] 0.799 0.269 0.432 0.753 1.349
beta4_pH[5,3,3] 0.666 0.544 0.086 0.493 1.980
beta4_pH[6,3,3] 1.854 1.615 0.243 1.352 6.483
beta4_pH[7,3,3] 1.110 0.613 0.343 0.978 2.503
beta4_pH[8,3,3] 0.755 0.434 0.226 0.647 1.746
beta4_pH[9,3,3] 0.924 0.534 0.279 0.786 2.169
beta4_pH[10,3,3] 0.725 0.277 0.345 0.682 1.291
beta4_pH[11,3,3] 0.686 0.247 0.352 0.636 1.184
beta4_pH[12,3,3] 0.938 0.377 0.436 0.867 1.721
beta4_pH[13,3,3] 0.744 0.268 0.377 0.701 1.291
beta4_pH[14,3,3] 1.035 0.341 0.558 0.969 1.706
beta4_pH[15,3,3] 0.918 0.267 0.535 0.880 1.443
beta4_pH[16,3,3] 0.905 0.364 0.419 0.827 1.659
beta4_pH[1,4,3] 0.700 0.288 0.307 0.655 1.288
beta4_pH[2,4,3] 0.850 0.215 0.541 0.822 1.262
beta4_pH[3,4,3] 0.902 0.272 0.515 0.862 1.468
beta4_pH[4,4,3] 0.817 0.274 0.429 0.778 1.350
beta4_pH[5,4,3] 0.656 0.534 0.085 0.501 1.984
beta4_pH[6,4,3] 1.841 1.594 0.236 1.374 6.496
beta4_pH[7,4,3] 1.085 0.609 0.351 0.925 2.456
beta4_pH[8,4,3] 0.756 0.428 0.223 0.658 1.697
beta4_pH[9,4,3] 0.928 0.549 0.275 0.772 2.205
beta4_pH[10,4,3] 0.727 0.278 0.347 0.680 1.300
beta4_pH[11,4,3] 0.681 0.243 0.351 0.632 1.181
beta4_pH[12,4,3] 0.919 0.373 0.438 0.838 1.714
beta4_pH[13,4,3] 0.747 0.264 0.381 0.699 1.294
beta4_pH[14,4,3] 1.021 0.332 0.560 0.964 1.692
beta4_pH[15,4,3] 0.920 0.270 0.537 0.888 1.446
beta4_pH[16,4,3] 0.895 0.361 0.419 0.821 1.642
beta4_pH[1,5,3] 0.693 0.281 0.304 0.641 1.272
beta4_pH[2,5,3] 0.853 0.213 0.542 0.828 1.265
beta4_pH[3,5,3] 0.895 0.265 0.512 0.854 1.463
beta4_pH[4,5,3] 0.811 0.273 0.431 0.765 1.349
beta4_pH[5,5,3] 0.678 0.551 0.084 0.505 1.998
beta4_pH[6,5,3] 1.859 1.601 0.236 1.384 6.474
beta4_pH[7,5,3] 1.088 0.614 0.347 0.921 2.505
beta4_pH[8,5,3] 0.764 0.436 0.227 0.649 1.724
beta4_pH[9,5,3] 0.934 0.546 0.277 0.790 2.183
beta4_pH[10,5,3] 0.729 0.281 0.348 0.679 1.302
beta4_pH[11,5,3] 0.691 0.245 0.351 0.643 1.192
beta4_pH[12,5,3] 0.936 0.376 0.438 0.855 1.724
beta4_pH[13,5,3] 0.747 0.267 0.379 0.702 1.287
beta4_pH[14,5,3] 1.048 0.337 0.560 0.999 1.701
beta4_pH[15,5,3] 0.913 0.264 0.540 0.867 1.444
beta4_pH[16,5,3] 0.904 0.359 0.422 0.835 1.641
beta4_pH[1,6,3] 0.693 0.284 0.305 0.642 1.275
beta4_pH[2,6,3] 0.846 0.215 0.542 0.813 1.256
beta4_pH[3,6,3] 0.911 0.275 0.514 0.861 1.470
beta4_pH[4,6,3] 0.817 0.269 0.431 0.779 1.345
beta4_pH[5,6,3] 0.664 0.542 0.083 0.505 1.988
beta4_pH[6,6,3] 1.849 1.595 0.235 1.359 6.383
beta4_pH[7,6,3] 1.097 0.617 0.346 0.929 2.497
beta4_pH[8,6,3] 0.752 0.433 0.225 0.651 1.733
beta4_pH[9,6,3] 0.931 0.549 0.273 0.777 2.194
beta4_pH[10,6,3] 0.724 0.276 0.346 0.673 1.280
beta4_pH[11,6,3] 0.696 0.247 0.351 0.657 1.187
beta4_pH[12,6,3] 0.934 0.378 0.437 0.849 1.727
beta4_pH[13,6,3] 0.747 0.269 0.379 0.693 1.291
beta4_pH[14,6,3] 1.040 0.338 0.565 0.975 1.710
beta4_pH[15,6,3] 0.918 0.267 0.538 0.872 1.440
beta4_pH[16,6,3] 0.894 0.361 0.419 0.820 1.666
beta4_pH[1,7,3] 0.691 0.283 0.305 0.639 1.283
beta4_pH[2,7,3] 0.861 0.217 0.542 0.833 1.267
beta4_pH[3,7,3] 0.915 0.271 0.519 0.876 1.458
beta4_pH[4,7,3] 0.815 0.271 0.435 0.769 1.343
beta4_pH[5,7,3] 0.647 0.539 0.084 0.465 1.963
beta4_pH[6,7,3] 1.846 1.573 0.241 1.370 6.458
beta4_pH[7,7,3] 1.111 0.622 0.349 0.958 2.496
beta4_pH[8,7,3] 0.764 0.434 0.228 0.664 1.714
beta4_pH[9,7,3] 0.934 0.547 0.277 0.792 2.212
beta4_pH[10,7,3] 0.728 0.279 0.344 0.684 1.291
beta4_pH[11,7,3] 0.698 0.246 0.353 0.657 1.190
beta4_pH[12,7,3] 0.925 0.377 0.434 0.852 1.720
beta4_pH[13,7,3] 0.746 0.266 0.380 0.700 1.288
beta4_pH[14,7,3] 1.033 0.335 0.561 0.977 1.704
beta4_pH[15,7,3] 0.910 0.268 0.536 0.871 1.445
beta4_pH[16,7,3] 0.891 0.357 0.422 0.814 1.663
beta4_pH[1,8,3] 0.706 0.289 0.306 0.656 1.289
beta4_pH[2,8,3] 0.845 0.212 0.545 0.819 1.260
beta4_pH[3,8,3] 0.917 0.274 0.517 0.876 1.476
beta4_pH[4,8,3] 0.805 0.263 0.434 0.766 1.338
beta4_pH[5,8,3] 0.675 0.541 0.085 0.513 2.000
beta4_pH[6,8,3] 1.852 1.590 0.233 1.362 6.333
beta4_pH[7,8,3] 1.098 0.615 0.346 0.947 2.483
beta4_pH[8,8,3] 0.754 0.427 0.225 0.658 1.709
beta4_pH[9,8,3] 0.931 0.539 0.277 0.786 2.180
beta4_pH[10,8,3] 0.715 0.273 0.346 0.665 1.281
beta4_pH[11,8,3] 0.695 0.245 0.353 0.652 1.186
beta4_pH[12,8,3] 0.933 0.377 0.440 0.851 1.720
beta4_pH[13,8,3] 0.744 0.268 0.379 0.691 1.303
beta4_pH[14,8,3] 1.029 0.337 0.562 0.979 1.700
beta4_pH[15,8,3] 0.920 0.267 0.536 0.881 1.444
beta4_pH[16,8,3] 0.902 0.362 0.424 0.826 1.650
beta4_pH[1,9,3] 0.696 0.285 0.309 0.647 1.278
beta4_pH[2,9,3] 0.852 0.217 0.544 0.821 1.261
beta4_pH[3,9,3] 0.908 0.270 0.518 0.869 1.471
beta4_pH[4,9,3] 0.809 0.267 0.431 0.765 1.339
beta4_pH[5,9,3] 0.675 0.541 0.085 0.518 2.007
beta4_pH[6,9,3] 1.880 1.606 0.234 1.391 6.450
beta4_pH[7,9,3] 1.119 0.624 0.351 0.963 2.511
beta4_pH[8,9,3] 0.760 0.433 0.225 0.660 1.732
beta4_pH[9,9,3] 0.913 0.537 0.274 0.774 2.184
beta4_pH[10,9,3] 0.718 0.275 0.343 0.666 1.282
beta4_pH[11,9,3] 0.685 0.244 0.352 0.644 1.189
beta4_pH[12,9,3] 0.923 0.371 0.437 0.847 1.726
beta4_pH[13,9,3] 0.738 0.266 0.379 0.686 1.288
beta4_pH[14,9,3] 1.037 0.340 0.562 0.981 1.698
beta4_pH[15,9,3] 0.927 0.266 0.536 0.891 1.438
beta4_pH[16,9,3] 0.902 0.362 0.422 0.817 1.666
beta4_pH[1,10,3] 0.689 0.283 0.304 0.643 1.286
beta4_pH[2,10,3] 0.853 0.214 0.542 0.825 1.263
beta4_pH[3,10,3] 0.912 0.271 0.521 0.870 1.466
beta4_pH[4,10,3] 0.815 0.268 0.431 0.779 1.344
beta4_pH[5,10,3] 0.668 0.545 0.083 0.500 2.014
beta4_pH[6,10,3] 1.853 1.613 0.236 1.361 6.395
beta4_pH[7,10,3] 1.111 0.619 0.348 0.963 2.464
beta4_pH[8,10,3] 0.764 0.431 0.226 0.670 1.731
beta4_pH[9,10,3] 0.925 0.547 0.273 0.782 2.198
beta4_pH[10,10,3] 0.721 0.275 0.346 0.674 1.285
beta4_pH[11,10,3] 0.694 0.248 0.353 0.650 1.195
beta4_pH[12,10,3] 0.948 0.380 0.441 0.869 1.741
beta4_pH[13,10,3] 0.746 0.271 0.380 0.695 1.294
beta4_pH[14,10,3] 1.029 0.337 0.562 0.975 1.707
beta4_pH[15,10,3] 0.913 0.267 0.539 0.871 1.442
beta4_pH[16,10,3] 0.904 0.365 0.420 0.830 1.647
beta4_pH[1,11,3] 0.697 0.286 0.308 0.644 1.289
beta4_pH[2,11,3] 0.858 0.219 0.543 0.823 1.266
beta4_pH[3,11,3] 0.911 0.273 0.515 0.869 1.463
beta4_pH[4,11,3] 0.813 0.270 0.431 0.773 1.346
beta4_pH[5,11,3] 0.658 0.541 0.086 0.485 2.010
beta4_pH[6,11,3] 1.878 1.610 0.237 1.386 6.662
beta4_pH[7,11,3] 1.085 0.607 0.347 0.928 2.469
beta4_pH[8,11,3] 0.772 0.436 0.226 0.674 1.735
beta4_pH[9,11,3] 0.925 0.539 0.275 0.779 2.182
beta4_pH[10,11,3] 0.727 0.278 0.346 0.679 1.292
beta4_pH[11,11,3] 0.693 0.243 0.352 0.654 1.195
beta4_pH[12,11,3] 0.920 0.375 0.441 0.836 1.711
beta4_pH[13,11,3] 0.746 0.270 0.379 0.698 1.296
beta4_pH[14,11,3] 1.029 0.337 0.559 0.983 1.689
beta4_pH[15,11,3] 0.921 0.270 0.538 0.876 1.450
beta4_pH[16,11,3] 0.904 0.361 0.420 0.828 1.659
beta4_pH[1,12,3] 0.700 0.285 0.306 0.659 1.269
beta4_pH[2,12,3] 0.851 0.215 0.543 0.821 1.265
beta4_pH[3,12,3] 0.901 0.267 0.515 0.857 1.458
beta4_pH[4,12,3] 0.801 0.269 0.427 0.759 1.338
beta4_pH[5,12,3] 0.659 0.544 0.085 0.494 2.001
beta4_pH[6,12,3] 1.908 1.624 0.241 1.427 6.485
beta4_pH[7,12,3] 1.114 0.613 0.350 0.961 2.479
beta4_pH[8,12,3] 0.777 0.432 0.227 0.689 1.723
beta4_pH[9,12,3] 0.915 0.536 0.272 0.774 2.161
beta4_pH[10,12,3] 0.717 0.274 0.344 0.669 1.288
beta4_pH[11,12,3] 0.682 0.246 0.351 0.634 1.183
beta4_pH[12,12,3] 0.931 0.382 0.443 0.835 1.741
beta4_pH[13,12,3] 0.743 0.268 0.381 0.696 1.289
beta4_pH[14,12,3] 1.032 0.333 0.562 0.973 1.697
beta4_pH[15,12,3] 0.917 0.269 0.536 0.878 1.444
beta4_pH[16,12,3] 0.889 0.359 0.424 0.805 1.656
beta4_pH[1,13,3] 0.693 0.279 0.307 0.652 1.270
beta4_pH[2,13,3] 0.857 0.217 0.542 0.828 1.258
beta4_pH[3,13,3] 0.904 0.269 0.522 0.863 1.470
beta4_pH[4,13,3] 0.802 0.268 0.428 0.759 1.333
beta4_pH[5,13,3] 0.667 0.540 0.087 0.506 2.000
beta4_pH[6,13,3] 1.852 1.596 0.232 1.365 6.354
beta4_pH[7,13,3] 1.095 0.612 0.349 0.939 2.495
beta4_pH[8,13,3] 0.775 0.437 0.226 0.672 1.733
beta4_pH[9,13,3] 0.917 0.542 0.279 0.768 2.175
beta4_pH[10,13,3] 0.722 0.275 0.345 0.674 1.287
beta4_pH[11,13,3] 0.693 0.246 0.355 0.652 1.184
beta4_pH[12,13,3] 0.936 0.381 0.439 0.855 1.732
beta4_pH[13,13,3] 0.740 0.268 0.379 0.688 1.290
beta4_pH[14,13,3] 1.023 0.331 0.560 0.966 1.693
beta4_pH[15,13,3] 0.921 0.271 0.534 0.879 1.438
beta4_pH[16,13,3] 0.892 0.355 0.420 0.809 1.656
beta4_pH[1,14,3] 0.685 0.283 0.305 0.637 1.289
beta4_pH[2,14,3] 0.849 0.215 0.544 0.814 1.261
beta4_pH[3,14,3] 0.855 0.256 0.511 0.809 1.437
beta4_pH[4,14,3] 0.802 0.269 0.432 0.765 1.351
beta4_pH[5,14,3] 0.651 0.540 0.086 0.476 1.979
beta4_pH[6,14,3] 1.858 1.586 0.235 1.381 6.510
beta4_pH[7,14,3] 1.128 0.623 0.353 0.970 2.504
beta4_pH[8,14,3] 0.771 0.436 0.226 0.672 1.737
beta4_pH[9,14,3] 0.918 0.542 0.274 0.766 2.191
beta4_pH[10,14,3] 0.723 0.274 0.345 0.677 1.289
beta4_pH[11,14,3] 0.688 0.249 0.353 0.647 1.198
beta4_pH[12,14,3] 0.937 0.383 0.435 0.850 1.733
beta4_pH[13,14,3] 0.757 0.267 0.381 0.717 1.284
beta4_pH[14,14,3] 1.027 0.331 0.562 0.984 1.688
beta4_pH[15,14,3] 0.908 0.264 0.536 0.871 1.436
beta4_pH[16,14,3] 0.903 0.361 0.425 0.835 1.644
beta4_pH[1,15,3] 0.686 0.282 0.306 0.632 1.285
beta4_pH[2,15,3] 0.860 0.214 0.545 0.840 1.258
beta4_pH[3,15,3] 0.952 0.268 0.525 0.917 1.479
beta4_pH[4,15,3] 0.809 0.268 0.431 0.762 1.353
beta4_pH[5,15,3] 0.662 0.538 0.086 0.505 1.991
beta4_pH[6,15,3] 1.847 1.606 0.234 1.365 6.518
beta4_pH[7,15,3] 1.110 0.615 0.347 0.952 2.526
beta4_pH[8,15,3] 0.756 0.434 0.225 0.659 1.723
beta4_pH[9,15,3] 0.927 0.548 0.276 0.792 2.177
beta4_pH[10,15,3] 0.731 0.277 0.345 0.693 1.287
beta4_pH[11,15,3] 0.708 0.250 0.352 0.670 1.196
beta4_pH[12,15,3] 0.933 0.375 0.443 0.852 1.729
beta4_pH[13,15,3] 0.802 0.276 0.387 0.773 1.305
beta4_pH[14,15,3] 1.044 0.337 0.563 0.994 1.698
beta4_pH[15,15,3] 0.972 0.271 0.543 0.953 1.454
beta4_pH[16,15,3] 0.890 0.358 0.420 0.809 1.651
beta4_pH[1,16,3] 0.683 0.282 0.304 0.637 1.274
beta4_pH[2,16,3] 0.860 0.215 0.542 0.838 1.263
beta4_pH[3,16,3] 0.923 0.271 0.517 0.887 1.483
beta4_pH[4,16,3] 0.809 0.266 0.431 0.771 1.336
beta4_pH[5,16,3] 0.655 0.530 0.085 0.509 1.965
beta4_pH[6,16,3] 1.861 1.577 0.236 1.393 6.274
beta4_pH[7,16,3] 1.117 0.628 0.348 0.951 2.498
beta4_pH[8,16,3] 0.770 0.439 0.228 0.673 1.732
beta4_pH[9,16,3] 0.937 0.546 0.277 0.788 2.189
beta4_pH[10,16,3] 0.722 0.274 0.346 0.666 1.282
beta4_pH[11,16,3] 0.678 0.248 0.351 0.632 1.185
beta4_pH[12,16,3] 0.929 0.379 0.440 0.837 1.725
beta4_pH[13,16,3] 0.755 0.271 0.381 0.709 1.298
beta4_pH[14,16,3] 1.021 0.338 0.563 0.957 1.706
beta4_pH[15,16,3] 0.925 0.266 0.540 0.888 1.447
beta4_pH[16,16,3] 0.914 0.364 0.421 0.843 1.663
beta4_pH[1,17,3] 0.696 0.287 0.304 0.643 1.286
beta4_pH[2,17,3] 0.857 0.215 0.545 0.828 1.260
beta4_pH[3,17,3] 0.927 0.273 0.521 0.893 1.476
beta4_pH[4,17,3] 0.811 0.271 0.431 0.777 1.352
beta4_pH[5,17,3] 0.669 0.539 0.086 0.511 1.994
beta4_pH[6,17,3] 1.866 1.613 0.233 1.384 6.564
beta4_pH[7,17,3] 1.106 0.621 0.347 0.943 2.478
beta4_pH[8,17,3] 0.753 0.424 0.228 0.662 1.725
beta4_pH[9,17,3] 0.909 0.527 0.277 0.771 2.144
beta4_pH[10,17,3] 0.723 0.278 0.345 0.672 1.285
beta4_pH[11,17,3] 0.691 0.247 0.353 0.648 1.198
beta4_pH[12,17,3] 0.924 0.372 0.435 0.849 1.724
beta4_pH[13,17,3] 0.748 0.261 0.381 0.707 1.273
beta4_pH[14,17,3] 1.036 0.334 0.561 0.974 1.698
beta4_pH[15,17,3] 0.895 0.262 0.539 0.847 1.429
beta4_pH[16,17,3] 0.878 0.352 0.421 0.793 1.639
beta4_pH[1,18,3] 0.697 0.283 0.305 0.647 1.290
beta4_pH[2,18,3] 0.850 0.213 0.542 0.822 1.258
beta4_pH[3,18,3] 0.908 0.266 0.519 0.871 1.467
beta4_pH[4,18,3] 0.813 0.272 0.433 0.772 1.350
beta4_pH[5,18,3] 0.660 0.540 0.083 0.484 1.962
beta4_pH[6,18,3] 1.906 1.629 0.244 1.393 6.608
beta4_pH[7,18,3] 1.102 0.619 0.351 0.952 2.508
beta4_pH[8,18,3] 0.771 0.436 0.228 0.660 1.714
beta4_pH[9,18,3] 0.936 0.546 0.278 0.795 2.196
beta4_pH[10,18,3] 0.726 0.279 0.344 0.672 1.290
beta4_pH[11,18,3] 0.685 0.246 0.353 0.637 1.191
beta4_pH[12,18,3] 0.932 0.378 0.440 0.843 1.729
beta4_pH[13,18,3] 0.754 0.267 0.381 0.715 1.294
beta4_pH[14,18,3] 1.026 0.332 0.561 0.975 1.693
beta4_pH[15,18,3] 0.932 0.268 0.542 0.895 1.448
beta4_pH[16,18,3] 0.881 0.354 0.416 0.804 1.643
beta4_pH[1,19,3] 0.683 0.275 0.306 0.642 1.272
beta4_pH[2,19,3] 0.858 0.216 0.544 0.832 1.266
beta4_pH[3,19,3] 0.911 0.271 0.518 0.869 1.462
beta4_pH[4,19,3] 0.814 0.271 0.432 0.770 1.346
beta4_pH[5,19,3] 0.657 0.539 0.087 0.492 1.959
beta4_pH[6,19,3] 1.866 1.609 0.241 1.367 6.417
beta4_pH[7,19,3] 1.088 0.618 0.347 0.922 2.467
beta4_pH[8,19,3] 0.769 0.437 0.225 0.666 1.721
beta4_pH[9,19,3] 0.935 0.546 0.275 0.792 2.209
beta4_pH[10,19,3] 0.721 0.277 0.344 0.672 1.291
beta4_pH[11,19,3] 0.688 0.244 0.350 0.652 1.188
beta4_pH[12,19,3] 0.938 0.378 0.437 0.853 1.726
beta4_pH[13,19,3] 0.761 0.269 0.380 0.722 1.292
beta4_pH[14,19,3] 1.021 0.335 0.558 0.959 1.705
beta4_pH[15,19,3] 0.930 0.267 0.537 0.896 1.443
beta4_pH[16,19,3] 0.896 0.368 0.418 0.820 1.666
beta4_pH[1,20,3] 0.694 0.288 0.306 0.646 1.286
beta4_pH[2,20,3] 0.859 0.214 0.543 0.839 1.268
beta4_pH[3,20,3] 0.955 0.268 0.528 0.920 1.479
beta4_pH[4,20,3] 0.805 0.270 0.426 0.761 1.341
beta4_pH[5,20,3] 0.648 0.531 0.085 0.487 1.964
beta4_pH[6,20,3] 1.859 1.605 0.235 1.383 6.355
beta4_pH[7,20,3] 1.127 0.619 0.354 0.992 2.516
beta4_pH[8,20,3] 0.764 0.432 0.224 0.663 1.728
beta4_pH[9,20,3] 0.926 0.534 0.274 0.796 2.187
beta4_pH[10,20,3] 0.724 0.278 0.347 0.682 1.279
beta4_pH[11,20,3] 0.688 0.247 0.354 0.642 1.189
beta4_pH[12,20,3] 0.943 0.377 0.437 0.870 1.726
beta4_pH[13,20,3] 0.749 0.269 0.379 0.700 1.297
beta4_pH[14,20,3] 1.032 0.335 0.561 0.975 1.694
beta4_pH[15,20,3] 0.910 0.263 0.537 0.869 1.432
beta4_pH[16,20,3] 0.881 0.355 0.417 0.806 1.642
beta4_pH[1,21,3] 0.683 0.279 0.305 0.635 1.274
beta4_pH[2,21,3] 0.850 0.215 0.543 0.822 1.257
beta4_pH[3,21,3] 0.917 0.260 0.521 0.880 1.454
beta4_pH[4,21,3] 0.801 0.271 0.428 0.757 1.346
beta4_pH[5,21,3] 0.651 0.534 0.083 0.498 1.978
beta4_pH[6,21,3] 1.870 1.620 0.250 1.363 6.379
beta4_pH[7,21,3] 1.100 0.611 0.344 0.980 2.491
beta4_pH[8,21,3] 0.744 0.427 0.224 0.630 1.727
beta4_pH[9,21,3] 0.930 0.545 0.277 0.784 2.197
beta4_pH[10,21,3] 0.726 0.279 0.346 0.677 1.297
beta4_pH[11,21,3] 0.678 0.241 0.352 0.630 1.186
beta4_pH[12,21,3] 0.929 0.378 0.439 0.848 1.725
beta4_pH[13,21,3] 0.753 0.268 0.383 0.709 1.294
beta4_pH[14,21,3] 1.022 0.332 0.565 0.967 1.683
beta4_pH[15,21,3] 0.913 0.265 0.541 0.864 1.442
beta4_pH[16,21,3] 0.907 0.363 0.422 0.833 1.654
beta4_pH[1,22,3] 0.694 0.288 0.306 0.646 1.288
beta4_pH[2,22,3] 0.851 0.215 0.544 0.817 1.261
beta4_pH[3,22,3] 0.873 0.258 0.514 0.827 1.445
beta4_pH[4,22,3] 0.813 0.267 0.432 0.777 1.342
beta4_pH[5,22,3] 0.656 0.538 0.084 0.491 1.973
beta4_pH[6,22,3] 1.875 1.595 0.239 1.379 6.529
beta4_pH[7,22,3] 1.084 0.611 0.344 0.922 2.485
beta4_pH[8,22,3] 0.761 0.431 0.227 0.668 1.733
beta4_pH[9,22,3] 0.932 0.554 0.274 0.770 2.213
beta4_pH[10,22,3] 0.724 0.277 0.345 0.669 1.291
beta4_pH[11,22,3] 0.686 0.246 0.350 0.641 1.185
beta4_pH[12,22,3] 0.928 0.384 0.436 0.839 1.729
beta4_pH[13,22,3] 0.766 0.271 0.381 0.725 1.300
beta4_pH[14,22,3] 1.028 0.335 0.564 0.971 1.697
beta4_pH[15,22,3] 0.910 0.266 0.538 0.869 1.438
beta4_pH[16,22,3] 0.888 0.354 0.421 0.813 1.647
beta4_pH[1,23,3] 0.693 0.286 0.309 0.646 1.295
beta4_pH[2,23,3] 0.860 0.217 0.543 0.831 1.265
beta4_pH[3,23,3] 0.941 0.266 0.521 0.908 1.474
beta4_pH[4,23,3] 0.812 0.267 0.432 0.777 1.338
beta4_pH[5,23,3] 0.645 0.540 0.085 0.468 2.007
beta4_pH[6,23,3] 1.884 1.606 0.237 1.384 6.541
beta4_pH[7,23,3] 1.085 0.613 0.344 0.935 2.475
beta4_pH[8,23,3] 0.769 0.438 0.226 0.667 1.738
beta4_pH[9,23,3] 0.929 0.557 0.274 0.774 2.203
beta4_pH[10,23,3] 0.733 0.279 0.345 0.692 1.294
beta4_pH[11,23,3] 0.678 0.245 0.350 0.633 1.182
beta4_pH[12,23,3] 0.926 0.382 0.434 0.840 1.730
beta4_pH[13,23,3] 0.747 0.271 0.377 0.702 1.292
beta4_pH[14,23,3] 1.028 0.339 0.563 0.969 1.698
beta4_pH[15,23,3] 0.900 0.264 0.539 0.850 1.436
beta4_pH[16,23,3] 0.873 0.353 0.417 0.796 1.634
beta4_pH[1,24,3] 0.693 0.283 0.303 0.651 1.286
beta4_pH[2,24,3] 0.865 0.216 0.545 0.847 1.259
beta4_pH[3,24,3] 0.917 0.265 0.521 0.881 1.465
beta4_pH[4,24,3] 0.813 0.268 0.433 0.778 1.346
beta4_pH[5,24,3] 0.659 0.533 0.083 0.502 1.964
beta4_pH[6,24,3] 1.875 1.617 0.235 1.391 6.498
beta4_pH[7,24,3] 1.082 0.608 0.342 0.933 2.477
beta4_pH[8,24,3] 0.763 0.434 0.228 0.664 1.740
beta4_pH[9,24,3] 0.929 0.535 0.274 0.806 2.163
beta4_pH[10,24,3] 0.729 0.276 0.345 0.686 1.285
beta4_pH[11,24,3] 0.679 0.246 0.350 0.630 1.188
beta4_pH[12,24,3] 0.932 0.383 0.438 0.845 1.730
beta4_pH[13,24,3] 0.759 0.273 0.382 0.715 1.295
beta4_pH[14,24,3] 1.037 0.344 0.562 0.980 1.710
beta4_pH[15,24,3] 0.930 0.267 0.540 0.895 1.437
beta4_pH[16,24,3] 0.908 0.363 0.419 0.835 1.668
beta4_pH[1,25,3] 0.691 0.286 0.304 0.638 1.281
beta4_pH[2,25,3] 0.849 0.216 0.543 0.820 1.263
beta4_pH[3,25,3] 0.992 0.268 0.536 0.971 1.479
beta4_pH[4,25,3] 0.807 0.268 0.432 0.758 1.345
beta4_pH[5,25,3] 0.686 0.558 0.083 0.518 2.024
beta4_pH[6,25,3] 1.854 1.613 0.231 1.378 6.558
beta4_pH[7,25,3] 1.112 0.614 0.350 0.964 2.512
beta4_pH[8,25,3] 0.766 0.434 0.225 0.662 1.737
beta4_pH[9,25,3] 0.914 0.542 0.273 0.762 2.197
beta4_pH[10,25,3] 0.719 0.275 0.347 0.674 1.288
beta4_pH[11,25,3] 0.676 0.246 0.351 0.627 1.181
beta4_pH[12,25,3] 0.926 0.381 0.437 0.839 1.727
beta4_pH[13,25,3] 0.767 0.273 0.381 0.727 1.299
beta4_pH[14,25,3] 1.027 0.334 0.562 0.973 1.701
beta4_pH[15,25,3] 0.927 0.271 0.540 0.894 1.453
beta4_pH[16,25,3] 0.913 0.368 0.419 0.844 1.665
beta4_pH[1,26,3] 0.691 0.281 0.307 0.645 1.283
beta4_pH[2,26,3] 0.855 0.215 0.546 0.829 1.262
beta4_pH[3,26,3] 0.915 0.267 0.517 0.871 1.473
beta4_pH[4,26,3] 0.806 0.267 0.433 0.768 1.347
beta4_pH[5,26,3] 0.680 0.549 0.086 0.523 2.020
beta4_pH[6,26,3] 1.920 1.616 0.246 1.424 6.498
beta4_pH[7,26,3] 1.091 0.616 0.349 0.934 2.493
beta4_pH[8,26,3] 0.753 0.435 0.224 0.648 1.729
beta4_pH[9,26,3] 0.921 0.540 0.273 0.782 2.174
beta4_pH[10,26,3] 0.729 0.279 0.344 0.676 1.293
beta4_pH[11,26,3] 0.705 0.247 0.355 0.666 1.194
beta4_pH[12,26,3] 0.921 0.378 0.440 0.837 1.707
beta4_pH[13,26,3] 0.772 0.270 0.383 0.730 1.297
beta4_pH[14,26,3] 1.030 0.333 0.564 0.968 1.698
beta4_pH[15,26,3] 0.947 0.270 0.542 0.923 1.452
beta4_pH[16,26,3] 0.930 0.369 0.421 0.863 1.660
beta4_pH[1,27,3] 0.694 0.287 0.305 0.649 1.287
beta4_pH[2,27,3] 0.850 0.215 0.544 0.819 1.264
beta4_pH[3,27,3] 0.973 0.272 0.534 0.942 1.485
beta4_pH[4,27,3] 0.812 0.272 0.429 0.773 1.349
beta4_pH[5,27,3] 0.660 0.532 0.083 0.507 1.958
beta4_pH[6,27,3] 1.892 1.631 0.234 1.398 6.626
beta4_pH[7,27,3] 1.099 0.619 0.345 0.939 2.524
beta4_pH[8,27,3] 0.761 0.434 0.225 0.659 1.738
beta4_pH[9,27,3] 0.939 0.549 0.275 0.790 2.194
beta4_pH[10,27,3] 0.722 0.277 0.344 0.680 1.288
beta4_pH[11,27,3] 0.690 0.245 0.351 0.653 1.189
beta4_pH[12,27,3] 0.931 0.379 0.436 0.843 1.728
beta4_pH[13,27,3] 0.780 0.268 0.387 0.750 1.297
beta4_pH[14,27,3] 1.028 0.335 0.562 0.971 1.702
beta4_pH[15,27,3] 0.965 0.275 0.545 0.939 1.455
beta4_pH[16,27,3] 0.939 0.369 0.426 0.878 1.676
beta4_pH[1,28,3] 0.688 0.286 0.305 0.645 1.280
beta4_pH[2,28,3] 0.857 0.218 0.544 0.825 1.267
beta4_pH[3,28,3] 0.800 0.240 0.507 0.745 1.399
beta4_pH[4,28,3] 0.799 0.269 0.430 0.760 1.339
beta4_pH[5,28,3] 0.643 0.538 0.084 0.473 1.968
beta4_pH[6,28,3] 1.867 1.644 0.235 1.342 6.564
beta4_pH[7,28,3] 1.088 0.612 0.344 0.951 2.495
beta4_pH[8,28,3] 0.753 0.429 0.225 0.661 1.712
beta4_pH[9,28,3] 0.912 0.540 0.278 0.764 2.173
beta4_pH[10,28,3] 0.722 0.273 0.346 0.680 1.279
beta4_pH[11,28,3] 0.692 0.244 0.352 0.652 1.188
beta4_pH[12,28,3] 0.931 0.379 0.437 0.843 1.731
beta4_pH[13,28,3] 0.720 0.258 0.378 0.665 1.275
beta4_pH[14,28,3] 1.030 0.335 0.560 0.975 1.705
beta4_pH[15,28,3] 0.852 0.253 0.533 0.791 1.413
beta4_pH[16,28,3] 0.881 0.357 0.418 0.796 1.641
beta4_pH[1,29,3] 0.703 0.282 0.307 0.659 1.275
beta4_pH[2,29,3] 0.856 0.216 0.544 0.830 1.265
beta4_pH[3,29,3] 0.917 0.264 0.519 0.882 1.462
beta4_pH[4,29,3] 0.798 0.267 0.432 0.754 1.339
beta4_pH[5,29,3] 0.662 0.547 0.086 0.494 1.990
beta4_pH[6,29,3] 1.825 1.613 0.228 1.350 6.545
beta4_pH[7,29,3] 1.090 0.608 0.345 0.934 2.478
beta4_pH[8,29,3] 0.748 0.425 0.226 0.647 1.729
beta4_pH[9,29,3] 0.910 0.536 0.273 0.765 2.151
beta4_pH[10,29,3] 0.725 0.275 0.347 0.676 1.293
beta4_pH[11,29,3] 0.696 0.244 0.354 0.660 1.187
beta4_pH[12,29,3] 0.931 0.380 0.434 0.849 1.743
beta4_pH[13,29,3] 0.767 0.269 0.381 0.728 1.298
beta4_pH[14,29,3] 1.034 0.336 0.562 0.977 1.696
beta4_pH[15,29,3] 0.942 0.264 0.545 0.917 1.449
beta4_pH[16,29,3] 0.898 0.355 0.419 0.821 1.645
beta4_pH[1,30,3] 0.687 0.281 0.307 0.639 1.276
beta4_pH[2,30,3] 0.865 0.218 0.544 0.844 1.267
beta4_pH[3,30,3] 0.916 0.267 0.517 0.873 1.470
beta4_pH[4,30,3] 0.798 0.268 0.429 0.754 1.339
beta4_pH[5,30,3] 0.639 0.523 0.085 0.468 1.930
beta4_pH[6,30,3] 1.870 1.611 0.232 1.368 6.421
beta4_pH[7,30,3] 1.106 0.616 0.346 0.948 2.452
beta4_pH[8,30,3] 0.754 0.428 0.223 0.659 1.717
beta4_pH[9,30,3] 0.930 0.543 0.274 0.786 2.189
beta4_pH[10,30,3] 0.734 0.280 0.347 0.685 1.296
beta4_pH[11,30,3] 0.671 0.241 0.352 0.621 1.185
beta4_pH[12,30,3] 0.933 0.375 0.436 0.850 1.719
beta4_pH[13,30,3] 0.769 0.269 0.382 0.727 1.296
beta4_pH[14,30,3] 1.032 0.336 0.559 0.986 1.694
beta4_pH[15,30,3] 0.896 0.263 0.535 0.847 1.437
beta4_pH[16,30,3] 0.858 0.348 0.419 0.779 1.638
beta4_pH[1,31,3] 0.699 0.284 0.306 0.652 1.283
beta4_pH[2,31,3] 0.854 0.218 0.543 0.817 1.261
beta4_pH[3,31,3] 0.886 0.268 0.513 0.842 1.457
beta4_pH[4,31,3] 0.798 0.266 0.428 0.759 1.335
beta4_pH[5,31,3] 0.657 0.539 0.083 0.486 1.982
beta4_pH[6,31,3] 1.838 1.587 0.234 1.370 6.478
beta4_pH[7,31,3] 1.090 0.607 0.345 0.940 2.499
beta4_pH[8,31,3] 0.766 0.427 0.230 0.671 1.712
beta4_pH[9,31,3] 0.924 0.538 0.276 0.789 2.196
beta4_pH[10,31,3] 0.726 0.278 0.344 0.680 1.290
beta4_pH[11,31,3] 0.683 0.247 0.353 0.638 1.187
beta4_pH[12,31,3] 0.919 0.379 0.435 0.828 1.731
beta4_pH[13,31,3] 0.690 0.247 0.375 0.636 1.255
beta4_pH[14,31,3] 1.037 0.337 0.562 0.979 1.702
beta4_pH[15,31,3] 0.890 0.262 0.536 0.839 1.436
beta4_pH[16,31,3] 0.859 0.350 0.420 0.783 1.625
beta4_pH[1,32,3] 0.689 0.285 0.305 0.638 1.279
beta4_pH[2,32,3] 0.843 0.214 0.541 0.811 1.263
beta4_pH[3,32,3] 0.875 0.258 0.514 0.839 1.454
beta4_pH[4,32,3] 0.808 0.270 0.429 0.767 1.349
beta4_pH[5,32,3] 0.659 0.533 0.084 0.501 1.951
beta4_pH[6,32,3] 1.940 1.637 0.242 1.419 6.576
beta4_pH[7,32,3] 1.091 0.613 0.345 0.925 2.505
beta4_pH[8,32,3] 0.762 0.437 0.226 0.654 1.731
beta4_pH[9,32,3] 0.925 0.541 0.275 0.782 2.178
beta4_pH[10,32,3] 0.723 0.273 0.346 0.680 1.272
beta4_pH[11,32,3] 0.667 0.241 0.348 0.618 1.175
beta4_pH[12,32,3] 0.917 0.379 0.436 0.825 1.718
beta4_pH[13,32,3] 0.746 0.266 0.380 0.700 1.291
beta4_pH[14,32,3] 1.033 0.335 0.561 0.979 1.701
beta4_pH[15,32,3] 0.869 0.250 0.536 0.820 1.413
beta4_pH[16,32,3] 0.888 0.358 0.419 0.806 1.645
beta4_pH[1,33,3] 0.694 0.282 0.308 0.651 1.274
beta4_pH[2,33,3] 0.832 0.214 0.542 0.789 1.253
beta4_pH[3,33,3] 0.871 0.251 0.518 0.829 1.441
beta4_pH[4,33,3] 0.809 0.270 0.428 0.771 1.340
beta4_pH[5,33,3] 0.645 0.533 0.084 0.478 1.971
beta4_pH[6,33,3] 1.821 1.569 0.238 1.355 6.370
beta4_pH[7,33,3] 1.092 0.610 0.347 0.943 2.474
beta4_pH[8,33,3] 0.776 0.443 0.224 0.671 1.752
beta4_pH[9,33,3] 0.919 0.539 0.277 0.783 2.195
beta4_pH[10,33,3] 0.725 0.276 0.342 0.676 1.289
beta4_pH[11,33,3] 0.665 0.238 0.350 0.619 1.166
beta4_pH[12,33,3] 0.918 0.375 0.433 0.839 1.721
beta4_pH[13,33,3] 0.701 0.253 0.381 0.645 1.263
beta4_pH[14,33,3] 1.045 0.335 0.567 0.994 1.705
beta4_pH[15,33,3] 0.851 0.245 0.535 0.798 1.407
beta4_pH[16,33,3] 0.836 0.344 0.415 0.747 1.630
beta4_pH[1,34,3] 0.689 0.283 0.307 0.640 1.274
beta4_pH[2,34,3] 0.840 0.212 0.544 0.809 1.259
beta4_pH[3,34,3] 0.864 0.256 0.514 0.820 1.441
beta4_pH[4,34,3] 0.801 0.270 0.429 0.756 1.345
beta4_pH[5,34,3] 0.646 0.538 0.084 0.469 1.971
beta4_pH[6,34,3] 1.780 1.549 0.230 1.334 6.304
beta4_pH[7,34,3] 1.077 0.600 0.345 0.931 2.461
beta4_pH[8,34,3] 0.764 0.427 0.229 0.668 1.731
beta4_pH[9,34,3] 0.928 0.544 0.274 0.782 2.197
beta4_pH[10,34,3] 0.713 0.274 0.344 0.666 1.287
beta4_pH[11,34,3] 0.658 0.241 0.349 0.606 1.183
beta4_pH[12,34,3] 0.895 0.378 0.432 0.806 1.735
beta4_pH[13,34,3] 0.729 0.261 0.380 0.685 1.285
beta4_pH[14,34,3] 1.022 0.335 0.560 0.972 1.700
beta4_pH[15,34,3] 0.878 0.256 0.536 0.831 1.421
beta4_pH[16,34,3] 0.837 0.338 0.417 0.758 1.607
beta4_pH[1,35,3] 0.412 0.147 0.195 0.389 0.760
beta4_pH[2,35,3] 0.780 0.085 0.626 0.775 0.955
beta4_pH[3,35,3] 1.029 0.163 0.751 1.017 1.393
beta4_pH[4,35,3] 0.589 0.220 0.271 0.549 1.105
beta4_pH[5,35,3] 0.127 0.099 0.027 0.101 0.390
beta4_pH[6,35,3] 0.766 0.661 0.122 0.585 2.583
beta4_pH[7,35,3] 2.308 1.919 0.433 1.779 7.177
beta4_pH[8,35,3] 0.516 0.260 0.179 0.460 1.172
beta4_pH[9,35,3] 0.630 0.688 0.103 0.463 2.122
beta4_pH[10,35,3] 0.630 0.134 0.408 0.617 0.921
beta4_pH[11,35,3] 0.752 0.192 0.439 0.728 1.167
beta4_pH[12,35,3] 1.421 0.927 0.359 1.192 3.747
beta4_pH[13,35,3] 0.728 0.107 0.541 0.721 0.951
beta4_pH[14,35,3] 0.795 0.255 0.405 0.761 1.386
beta4_pH[15,35,3] 0.885 0.118 0.671 0.876 1.127
beta4_pH[16,35,3] 0.565 0.248 0.231 0.516 1.194
beta4_pH[1,36,3] 0.917 0.197 0.589 0.896 1.354
beta4_pH[2,36,3] 0.855 0.111 0.665 0.847 1.092
beta4_pH[3,36,3] 0.883 0.149 0.622 0.871 1.211
beta4_pH[4,36,3] 0.764 0.236 0.391 0.732 1.308
beta4_pH[5,36,3] 0.647 0.778 0.074 0.424 2.546
beta4_pH[6,36,3] 5.826 4.319 0.774 4.552 16.791
beta4_pH[7,36,3] 1.134 0.647 0.362 0.981 2.820
beta4_pH[8,36,3] 0.931 0.401 0.377 0.865 1.938
beta4_pH[9,36,3] 0.535 0.377 0.116 0.434 1.564
beta4_pH[10,36,3] 0.454 0.120 0.262 0.443 0.731
beta4_pH[11,36,3] 0.554 0.109 0.367 0.544 0.797
beta4_pH[12,36,3] 0.825 0.456 0.255 0.719 2.047
beta4_pH[13,36,3] 0.787 0.128 0.566 0.776 1.064
beta4_pH[14,36,3] 1.213 0.450 0.562 1.142 2.355
beta4_pH[15,36,3] 0.963 0.136 0.724 0.956 1.256
beta4_pH[16,36,3] 0.974 0.360 0.454 0.918 1.843
beta4_pH[1,37,3] 0.768 0.182 0.472 0.747 1.177
beta4_pH[2,37,3] 0.768 0.086 0.613 0.764 0.949
beta4_pH[3,37,3] 0.928 0.132 0.698 0.917 1.217
beta4_pH[4,37,3] 0.752 0.230 0.401 0.720 1.284
beta4_pH[5,37,3] 1.051 1.143 0.123 0.709 4.164
beta4_pH[6,37,3] 2.080 2.052 0.264 1.450 7.998
beta4_pH[7,37,3] 1.234 0.831 0.316 1.015 3.583
beta4_pH[8,37,3] 0.959 0.389 0.404 0.903 1.892
beta4_pH[9,37,3] 1.789 1.835 0.204 1.194 6.927
beta4_pH[10,37,3] 0.775 0.157 0.517 0.757 1.135
beta4_pH[11,37,3] 0.833 0.167 0.557 0.817 1.201
beta4_pH[12,37,3] 0.778 0.488 0.219 0.655 2.093
beta4_pH[13,37,3] 0.608 0.093 0.451 0.600 0.811
beta4_pH[14,37,3] 0.983 0.352 0.469 0.927 1.839
beta4_pH[15,37,3] 0.708 0.103 0.525 0.700 0.924
beta4_pH[16,37,3] 0.611 0.187 0.325 0.587 1.022
beta4_pH[1,38,3] 0.735 0.155 0.478 0.719 1.074
beta4_pH[2,38,3] 0.713 0.084 0.570 0.708 0.899
beta4_pH[3,38,3] 0.886 0.148 0.631 0.874 1.203
beta4_pH[4,38,3] 0.894 0.248 0.503 0.864 1.482
beta4_pH[5,38,3] 0.521 0.409 0.102 0.411 1.590
beta4_pH[6,38,3] 1.768 2.182 0.146 1.056 8.167
beta4_pH[7,38,3] 0.496 0.289 0.149 0.430 1.177
beta4_pH[8,38,3] 0.760 0.301 0.341 0.703 1.528
beta4_pH[9,38,3] 1.543 1.035 0.375 1.298 4.253
beta4_pH[10,38,3] 0.724 0.159 0.468 0.705 1.082
beta4_pH[11,38,3] 0.521 0.131 0.319 0.503 0.824
beta4_pH[12,38,3] 0.739 0.488 0.197 0.616 1.967
beta4_pH[13,38,3] 0.895 0.175 0.600 0.878 1.274
beta4_pH[14,38,3] 1.108 0.448 0.489 1.025 2.167
beta4_pH[15,38,3] 0.849 0.094 0.682 0.845 1.047
beta4_pH[16,38,3] 0.864 0.349 0.373 0.800 1.709
beta4_pH[1,39,3] 0.709 0.146 0.473 0.692 1.036
beta4_pH[2,39,3] 0.868 0.102 0.683 0.864 1.076
beta4_pH[3,39,3] 0.852 0.118 0.639 0.846 1.095
beta4_pH[4,39,3] 0.847 0.283 0.424 0.805 1.525
beta4_pH[5,39,3] 1.143 1.285 0.120 0.759 4.424
beta4_pH[6,39,3] 0.476 0.670 0.037 0.276 2.011
beta4_pH[7,39,3] 1.859 1.656 0.303 1.375 6.294
beta4_pH[8,39,3] 1.404 0.790 0.430 1.219 3.355
beta4_pH[9,39,3] 2.082 1.823 0.368 1.586 6.635
beta4_pH[10,39,3] 0.761 0.207 0.443 0.733 1.237
beta4_pH[11,39,3] 0.686 0.171 0.412 0.664 1.074
beta4_pH[12,39,3] 0.779 0.460 0.232 0.672 1.943
beta4_pH[13,39,3] 0.719 0.114 0.519 0.710 0.964
beta4_pH[14,39,3] 0.949 0.360 0.435 0.877 1.833
beta4_pH[15,39,3] 1.004 0.105 0.815 1.000 1.226
beta4_pH[16,39,3] 0.857 0.357 0.368 0.788 1.718
beta4_pH[1,40,3] 0.773 0.135 0.549 0.760 1.082
beta4_pH[2,40,3] 0.764 0.085 0.610 0.759 0.943
beta4_pH[3,40,3] 0.942 0.139 0.697 0.935 1.234
beta4_pH[4,40,3] 0.886 0.206 0.550 0.860 1.346
beta4_pH[5,40,3] 0.318 0.219 0.071 0.267 0.869
beta4_pH[6,40,3] 1.911 1.927 0.221 1.309 7.039
beta4_pH[7,40,3] 1.553 1.359 0.252 1.184 5.029
beta4_pH[8,40,3] 0.354 0.291 0.075 0.277 1.054
beta4_pH[9,40,3] 0.513 0.537 0.068 0.360 1.864
beta4_pH[10,40,3] 0.919 0.251 0.522 0.885 1.510
beta4_pH[11,40,3] 0.460 0.114 0.278 0.446 0.708
beta4_pH[12,40,3] 0.650 0.388 0.195 0.547 1.695
beta4_pH[13,40,3] 0.779 0.118 0.569 0.775 1.032
beta4_pH[14,40,3] 0.747 0.254 0.377 0.706 1.347
beta4_pH[15,40,3] 0.845 0.094 0.674 0.839 1.042
beta4_pH[16,40,3] 1.220 0.506 0.494 1.139 2.458
beta4_pH[1,41,3] 0.610 0.133 0.394 0.594 0.906
beta4_pH[2,41,3] 0.787 0.102 0.601 0.781 1.002
beta4_pH[3,41,3] 0.892 0.142 0.648 0.878 1.203
beta4_pH[4,41,3] 0.852 0.368 0.341 0.783 1.801
beta4_pH[5,41,3] 1.418 0.819 0.436 1.222 3.544
beta4_pH[6,41,3] 3.152 3.203 0.299 2.059 12.397
beta4_pH[7,41,3] 0.802 0.478 0.236 0.684 2.040
beta4_pH[8,41,3] 1.211 0.729 0.360 1.040 3.002
beta4_pH[9,41,3] 0.499 0.519 0.057 0.337 1.900
beta4_pH[10,41,3] 0.776 0.172 0.487 0.757 1.164
beta4_pH[11,41,3] 0.852 0.239 0.465 0.824 1.415
beta4_pH[12,41,3] 0.971 0.472 0.348 0.874 2.154
beta4_pH[13,41,3] 0.693 0.110 0.500 0.686 0.936
beta4_pH[14,41,3] 1.121 0.349 0.582 1.073 1.921
beta4_pH[15,41,3] 0.786 0.095 0.615 0.780 0.992
beta4_pH[16,41,3] 1.015 0.495 0.371 0.918 2.272
beta4_pH[1,42,3] 0.674 0.142 0.446 0.655 0.982
beta4_pH[2,42,3] 0.785 0.100 0.607 0.780 1.000
beta4_pH[3,42,3] 0.808 0.150 0.553 0.794 1.136
beta4_pH[4,42,3] 0.988 0.316 0.500 0.937 1.699
beta4_pH[5,42,3] 1.470 1.616 0.157 0.947 6.105
beta4_pH[6,42,3] 0.333 0.261 0.066 0.261 1.022
beta4_pH[7,42,3] 0.987 0.625 0.274 0.839 2.486
beta4_pH[8,42,3] 0.777 0.345 0.320 0.717 1.646
beta4_pH[9,42,3] 0.774 0.587 0.175 0.617 2.271
beta4_pH[10,42,3] 0.919 0.211 0.573 0.891 1.384
beta4_pH[11,42,3] 0.649 0.142 0.407 0.635 0.965
beta4_pH[12,42,3] 0.849 0.398 0.320 0.772 1.867
beta4_pH[13,42,3] 0.509 0.158 0.266 0.486 0.871
beta4_pH[14,42,3] 0.902 0.315 0.451 0.846 1.688
beta4_pH[15,42,3] 0.926 0.090 0.762 0.921 1.117
beta4_pH[16,42,3] 0.575 0.207 0.276 0.540 1.055
beta4_pH[1,43,3] 0.796 0.194 0.479 0.774 1.236
beta4_pH[2,43,3] 0.754 0.082 0.608 0.750 0.929
beta4_pH[3,43,3] 0.658 0.093 0.496 0.652 0.859
beta4_pH[4,43,3] 0.842 0.269 0.438 0.802 1.490
beta4_pH[5,43,3] 1.618 0.775 0.606 1.466 3.557
beta4_pH[6,43,3] 1.151 0.891 0.232 0.910 3.512
beta4_pH[7,43,3] 0.708 0.571 0.134 0.547 2.156
beta4_pH[8,43,3] 0.633 0.291 0.254 0.573 1.360
beta4_pH[9,43,3] 1.148 1.122 0.163 0.827 4.075
beta4_pH[10,43,3] 0.686 0.145 0.448 0.671 1.009
beta4_pH[11,43,3] 0.642 0.138 0.416 0.627 0.942
beta4_pH[12,43,3] 0.765 0.375 0.280 0.694 1.737
beta4_pH[13,43,3] 0.593 0.120 0.389 0.582 0.861
beta4_pH[14,43,3] 1.106 0.351 0.576 1.055 1.920
beta4_pH[15,43,3] 0.848 0.103 0.662 0.843 1.057
beta4_pH[16,43,3] 1.238 0.459 0.575 1.152 2.313
beta4_pH[1,44,3] 0.608 0.167 0.346 0.587 0.987
beta4_pH[2,44,3] 0.702 0.080 0.563 0.695 0.876
beta4_pH[3,44,3] 0.631 0.098 0.460 0.624 0.849
beta4_pH[4,44,3] 0.834 0.208 0.497 0.809 1.311
beta4_pH[5,44,3] 1.188 0.581 0.436 1.059 2.633
beta4_pH[6,44,3] 1.210 1.416 0.125 0.761 4.817
beta4_pH[7,44,3] 1.168 0.665 0.368 1.013 2.835
beta4_pH[8,44,3] 0.445 0.296 0.117 0.376 1.194
beta4_pH[9,44,3] 0.986 0.852 0.174 0.759 3.167
beta4_pH[10,44,3] 0.626 0.158 0.378 0.603 0.993
beta4_pH[11,44,3] 0.359 0.124 0.175 0.340 0.647
beta4_pH[12,44,3] 0.596 0.314 0.203 0.528 1.423
beta4_pH[13,44,3] 0.537 0.100 0.366 0.528 0.761
beta4_pH[14,44,3] 0.687 0.175 0.401 0.669 1.086
beta4_pH[15,44,3] 0.644 0.085 0.497 0.639 0.820
beta4_pH[16,44,3] 0.432 0.194 0.174 0.393 0.935
beta4_pH[1,45,3] 0.791 0.190 0.489 0.769 1.232
beta4_pH[2,45,3] 0.707 0.089 0.550 0.699 0.894
beta4_pH[3,45,3] 0.752 0.135 0.517 0.743 1.047
beta4_pH[4,45,3] 0.745 0.189 0.445 0.719 1.171
beta4_pH[5,45,3] 1.063 1.262 0.108 0.675 4.588
beta4_pH[6,45,3] 1.232 1.193 0.181 0.892 4.515
beta4_pH[7,45,3] 0.690 0.579 0.126 0.532 2.223
beta4_pH[8,45,3] 1.197 0.542 0.477 1.091 2.472
beta4_pH[9,45,3] 0.106 0.143 0.011 0.065 0.439
beta4_pH[10,45,3] 0.854 0.209 0.520 0.829 1.306
beta4_pH[11,45,3] 0.473 0.106 0.304 0.463 0.716
beta4_pH[12,45,3] 0.770 0.355 0.296 0.704 1.648
beta4_pH[13,45,3] 0.463 0.077 0.328 0.456 0.637
beta4_pH[14,45,3] 0.742 0.177 0.464 0.723 1.141
beta4_pH[15,45,3] 0.508 0.071 0.381 0.503 0.659
beta4_pH[16,45,3] 0.268 0.158 0.077 0.229 0.674
beta4_pH[1,46,3] 0.795 0.163 0.523 0.780 1.165
beta4_pH[2,46,3] 0.679 0.096 0.511 0.670 0.888
beta4_pH[3,46,3] 0.780 0.115 0.575 0.772 1.018
beta4_pH[4,46,3] 0.879 0.318 0.412 0.828 1.637
beta4_pH[5,46,3] 1.108 0.598 0.354 0.991 2.669
beta4_pH[6,46,3] 1.501 1.860 0.114 0.902 6.418
beta4_pH[7,46,3] 1.678 1.307 0.334 1.333 4.973
beta4_pH[8,46,3] 1.068 0.482 0.417 0.964 2.292
beta4_pH[9,46,3] 1.600 1.443 0.215 1.160 5.685
beta4_pH[10,46,3] 0.661 0.176 0.383 0.640 1.081
beta4_pH[11,46,3] 0.697 0.161 0.441 0.677 1.073
beta4_pH[12,46,3] 1.104 0.534 0.396 1.002 2.431
beta4_pH[13,46,3] 0.589 0.183 0.315 0.562 1.028
beta4_pH[14,46,3] 0.971 0.351 0.447 0.911 1.794
beta4_pH[15,46,3] 0.618 0.075 0.484 0.614 0.774
beta4_pH[16,46,3] 0.613 0.260 0.246 0.570 1.213
beta4_pH[1,47,3] 0.624 0.144 0.392 0.608 0.958
beta4_pH[2,47,3] 0.765 0.110 0.577 0.754 1.000
beta4_pH[3,47,3] 0.768 0.116 0.557 0.760 1.018
beta4_pH[4,47,3] 0.553 0.226 0.234 0.509 1.104
beta4_pH[5,47,3] 0.121 0.099 0.024 0.094 0.376
beta4_pH[6,47,3] 0.187 0.132 0.042 0.151 0.515
beta4_pH[7,47,3] 0.477 0.414 0.084 0.354 1.625
beta4_pH[8,47,3] 0.860 0.573 0.206 0.709 2.349
beta4_pH[9,47,3] 0.475 0.580 0.042 0.301 1.863
beta4_pH[10,47,3] 0.838 0.267 0.435 0.798 1.458
beta4_pH[11,47,3] 0.586 0.125 0.377 0.574 0.868
beta4_pH[12,47,3] 1.453 0.720 0.451 1.308 3.184
beta4_pH[13,47,3] 0.682 0.118 0.479 0.670 0.934
beta4_pH[14,47,3] 0.862 0.328 0.392 0.812 1.656
beta4_pH[15,47,3] 0.698 0.114 0.504 0.691 0.945
beta4_pH[16,47,3] 0.804 0.321 0.353 0.747 1.574
beta0_pelagic[1] 2.247 0.141 1.966 2.249 2.523
beta0_pelagic[2] 1.473 0.131 1.215 1.471 1.730
beta0_pelagic[3] 0.230 0.281 -0.403 0.261 0.703
beta0_pelagic[4] 0.199 0.428 -0.905 0.261 0.907
beta0_pelagic[5] 1.436 0.210 1.019 1.439 1.848
beta0_pelagic[6] 1.370 0.157 1.069 1.372 1.680
beta0_pelagic[7] 1.513 0.147 1.226 1.509 1.802
beta0_pelagic[8] 1.743 0.144 1.455 1.742 2.018
beta0_pelagic[9] 2.645 0.166 2.321 2.645 2.974
beta0_pelagic[10] 2.537 0.137 2.273 2.535 2.810
beta0_pelagic[11] -0.337 0.265 -0.814 -0.344 0.201
beta0_pelagic[12] 1.710 0.141 1.431 1.709 1.992
beta0_pelagic[13] 0.237 0.370 -0.907 0.313 0.710
beta0_pelagic[14] -0.363 0.315 -1.129 -0.328 0.166
beta0_pelagic[15] -0.285 0.189 -0.736 -0.268 0.026
beta0_pelagic[16] -0.365 0.303 -1.073 -0.347 0.168
beta1_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[3] 0.635 0.310 0.056 0.618 1.289
beta1_pelagic[4] 0.912 0.448 0.105 0.859 2.047
beta1_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[11] 1.446 0.333 0.806 1.452 2.102
beta1_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta1_pelagic[13] 0.829 0.597 0.024 0.730 2.459
beta1_pelagic[14] 1.758 0.598 0.889 1.630 3.226
beta1_pelagic[15] 0.140 0.179 0.011 0.062 0.673
beta1_pelagic[16] 1.424 0.461 0.700 1.361 2.602
beta2_pelagic[1] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[2] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[3] 7.214 5.920 0.274 5.836 21.317
beta2_pelagic[4] 7.012 6.080 0.332 5.467 21.862
beta2_pelagic[5] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[6] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[7] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[8] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[9] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[10] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[11] 2.148 1.579 0.331 1.715 6.172
beta2_pelagic[12] 0.000 0.000 0.000 0.000 0.000
beta2_pelagic[13] 1.944 1.813 0.108 1.388 6.789
beta2_pelagic[14] 1.184 1.358 0.154 0.646 5.210
beta2_pelagic[15] 2.471 1.830 0.116 2.140 6.815
beta2_pelagic[16] 1.812 1.653 0.170 1.258 6.241
beta3_pelagic[1] 29.034 6.303 18.597 29.189 39.437
beta3_pelagic[2] 29.005 6.431 18.567 29.153 39.529
beta3_pelagic[3] 28.152 3.565 21.790 28.363 36.119
beta3_pelagic[4] 25.325 2.640 20.954 25.387 32.489
beta3_pelagic[5] 29.182 6.274 18.577 29.183 39.369
beta3_pelagic[6] 28.946 6.292 18.601 28.724 39.411
beta3_pelagic[7] 29.065 6.402 18.458 29.190 39.376
beta3_pelagic[8] 28.860 6.308 18.533 28.802 39.443
beta3_pelagic[9] 29.045 6.325 18.484 28.989 39.408
beta3_pelagic[10] 29.062 6.251 18.568 29.140 39.328
beta3_pelagic[11] 29.822 1.260 27.401 29.759 32.682
beta3_pelagic[12] 29.003 6.304 18.561 29.184 39.447
beta3_pelagic[13] 34.167 4.717 21.149 35.430 39.773
beta3_pelagic[14] 33.915 2.117 30.400 33.728 38.980
beta3_pelagic[15] 29.484 6.678 18.557 29.901 39.645
beta3_pelagic[16] 31.362 1.851 28.233 31.060 36.062
beta0_yellow[1] -0.512 0.160 -0.818 -0.510 -0.194
beta0_yellow[2] 0.570 0.218 0.167 0.585 0.919
beta0_yellow[3] -0.152 0.224 -0.628 -0.141 0.245
beta0_yellow[4] 0.963 0.261 0.342 0.996 1.345
beta0_yellow[5] 0.415 0.340 -0.376 0.465 0.952
beta0_yellow[6] 0.811 0.165 0.481 0.811 1.145
beta0_yellow[7] 0.923 0.165 0.611 0.921 1.257
beta0_yellow[8] 0.972 0.165 0.659 0.967 1.303
beta0_yellow[9] 0.567 0.170 0.217 0.574 0.873
beta0_yellow[10] 0.692 0.144 0.403 0.689 0.969
beta0_yellow[11] 0.208 0.178 -0.142 0.207 0.555
beta0_yellow[12] -1.126 0.179 -1.480 -1.129 -0.780
beta0_yellow[13] -0.840 0.171 -1.170 -0.841 -0.504
beta0_yellow[14] 0.017 0.179 -0.329 0.015 0.370
beta0_yellow[15] -0.787 0.169 -1.115 -0.788 -0.458
beta0_yellow[16] -0.236 0.176 -0.580 -0.235 0.106
beta1_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[2] 1.013 0.384 0.472 0.974 1.790
beta1_yellow[3] 0.431 0.332 0.015 0.418 1.045
beta1_yellow[4] 1.206 0.604 0.466 1.095 3.094
beta1_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta1_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[1] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[2] -7.320 5.817 -21.421 -5.989 -0.213
beta2_yellow[3] -7.644 6.563 -24.176 -5.802 -0.239
beta2_yellow[4] -6.572 5.924 -21.107 -5.113 -0.139
beta2_yellow[5] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[6] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[7] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[8] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[9] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[10] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[11] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[12] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[13] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[14] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[15] 0.000 0.000 0.000 0.000 0.000
beta2_yellow[16] 0.000 0.000 0.000 0.000 0.000
beta3_yellow[1] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[2] 29.108 1.800 26.737 28.788 33.362
beta3_yellow[3] 32.176 4.141 21.248 32.620 39.842
beta3_yellow[4] 28.654 3.107 22.941 27.738 35.767
beta3_yellow[5] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[6] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[7] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[8] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[9] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[10] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[11] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[12] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[13] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[14] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[15] 25.000 0.000 25.000 25.000 25.000
beta3_yellow[16] 25.000 0.000 25.000 25.000 25.000
beta0_black[1] -0.007 0.150 -0.297 -0.008 0.295
beta0_black[2] 1.893 0.138 1.628 1.891 2.160
beta0_black[3] 1.368 0.142 1.086 1.370 1.643
beta0_black[4] 2.490 0.139 2.216 2.491 2.755
beta0_black[5] 4.539 2.136 1.741 4.091 10.193
beta0_black[6] 4.484 2.061 2.132 3.939 10.159
beta0_black[7] 3.220 1.782 1.255 2.776 8.248
beta0_black[8] 0.905 0.236 0.454 0.900 1.368
beta0_black[9] 2.585 0.253 2.087 2.585 3.118
beta0_black[10] 1.374 0.139 1.109 1.376 1.642
beta0_black[11] 3.475 0.173 3.155 3.472 3.815
beta0_black[12] 4.843 0.200 4.468 4.840 5.238
beta0_black[13] 0.247 0.185 0.010 0.211 0.687
beta0_black[14] 2.981 0.180 2.641 2.978 3.319
beta0_black[15] 1.408 0.176 1.057 1.405 1.748
beta0_black[16] 4.246 0.181 3.893 4.248 4.595
beta2_black[1] 0.000 0.000 0.000 0.000 0.000
beta2_black[2] 0.000 0.000 0.000 0.000 0.000
beta2_black[3] 0.000 0.000 0.000 0.000 0.000
beta2_black[4] 0.000 0.000 0.000 0.000 0.000
beta2_black[5] 0.000 0.000 0.000 0.000 0.000
beta2_black[6] 0.000 0.000 0.000 0.000 0.000
beta2_black[7] 0.000 0.000 0.000 0.000 0.000
beta2_black[8] 0.000 0.000 0.000 0.000 0.000
beta2_black[9] 0.000 0.000 0.000 0.000 0.000
beta2_black[10] 0.000 0.000 0.000 0.000 0.000
beta2_black[11] 0.000 0.000 0.000 0.000 0.000
beta2_black[12] 0.000 0.000 0.000 0.000 0.000
beta2_black[13] -2.549 1.702 -6.876 -2.089 -0.509
beta2_black[14] 0.000 0.000 0.000 0.000 0.000
beta2_black[15] 0.000 0.000 0.000 0.000 0.000
beta2_black[16] 0.000 0.000 0.000 0.000 0.000
beta3_black[1] 25.000 0.000 25.000 25.000 25.000
beta3_black[2] 25.000 0.000 25.000 25.000 25.000
beta3_black[3] 25.000 0.000 25.000 25.000 25.000
beta3_black[4] 25.000 0.000 25.000 25.000 25.000
beta3_black[5] 25.000 0.000 25.000 25.000 25.000
beta3_black[6] 25.000 0.000 25.000 25.000 25.000
beta3_black[7] 25.000 0.000 25.000 25.000 25.000
beta3_black[8] 25.000 0.000 25.000 25.000 25.000
beta3_black[9] 25.000 0.000 25.000 25.000 25.000
beta3_black[10] 25.000 0.000 25.000 25.000 25.000
beta3_black[11] 25.000 0.000 25.000 25.000 25.000
beta3_black[12] 25.000 0.000 25.000 25.000 25.000
beta3_black[13] 38.929 0.892 36.937 39.072 40.251
beta3_black[14] 25.000 0.000 25.000 25.000 25.000
beta3_black[15] 25.000 0.000 25.000 25.000 25.000
beta3_black[16] 25.000 0.000 25.000 25.000 25.000
beta4_black[1] -0.256 0.199 -0.645 -0.257 0.135
beta4_black[2] 0.263 0.190 -0.109 0.264 0.624
beta4_black[3] -1.001 0.199 -1.397 -1.003 -0.611
beta4_black[4] 0.493 0.220 0.055 0.498 0.917
beta4_black[5] 0.778 1.724 -1.287 0.466 4.430
beta4_black[6] 0.850 1.528 -0.832 0.532 4.430
beta4_black[7] 0.673 1.467 -1.072 0.409 4.050
beta4_black[8] -0.223 0.321 -0.864 -0.215 0.384
beta4_black[9] 0.965 0.868 -0.201 0.781 3.147
beta4_black[10] 0.060 0.184 -0.313 0.060 0.411
beta4_black[11] -0.724 0.229 -1.177 -0.722 -0.274
beta4_black[12] 0.429 0.342 -0.233 0.416 1.116
beta4_black[13] -1.344 0.224 -1.789 -1.341 -0.916
beta4_black[14] -0.108 0.255 -0.618 -0.106 0.387
beta4_black[15] -0.935 0.227 -1.375 -0.935 -0.492
beta4_black[16] -0.609 0.247 -1.085 -0.606 -0.127
beta0_dsr[11] 1.898 0.175 1.547 1.903 2.233
beta0_dsr[12] 4.986 0.268 4.473 4.978 5.527
beta0_dsr[13] 1.517 0.174 1.182 1.515 1.856
beta0_dsr[14] 2.620 0.184 2.261 2.622 2.974
beta0_dsr[15] 1.338 0.167 1.007 1.337 1.670
beta0_dsr[16] 2.837 0.177 2.494 2.838 3.186
beta1_dsr[11] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[12] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[13] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[14] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[15] 0.000 0.000 0.000 0.000 0.000
beta1_dsr[16] 0.000 0.000 0.000 0.000 0.000
beta4_dsr[11] 0.656 0.245 0.180 0.649 1.137
beta4_dsr[12] -0.010 0.731 -1.321 -0.058 1.565
beta4_dsr[13] -0.319 0.230 -0.779 -0.320 0.132
beta4_dsr[14] 0.054 0.287 -0.517 0.054 0.653
beta4_dsr[15] 0.821 0.228 0.372 0.820 1.257
beta4_dsr[16] 0.080 0.255 -0.411 0.086 0.565
beta0_slope[11] -1.829 0.169 -2.158 -1.834 -1.500
beta0_slope[12] -4.743 0.253 -5.254 -4.738 -4.239
beta0_slope[13] -1.258 0.175 -1.600 -1.258 -0.913
beta0_slope[14] -2.623 0.182 -2.979 -2.621 -2.259
beta0_slope[15] -1.257 0.171 -1.584 -1.254 -0.920
beta0_slope[16] -2.676 0.180 -3.032 -2.677 -2.332
beta1_slope[11] 0.000 0.000 0.000 0.000 0.000
beta1_slope[12] 0.000 0.000 0.000 0.000 0.000
beta1_slope[13] 0.000 0.000 0.000 0.000 0.000
beta1_slope[14] 0.000 0.000 0.000 0.000 0.000
beta1_slope[15] 0.000 0.000 0.000 0.000 0.000
beta1_slope[16] 0.000 0.000 0.000 0.000 0.000
beta4_slope[11] -0.803 0.231 -1.239 -0.803 -0.360
beta4_slope[12] -1.584 0.585 -2.830 -1.567 -0.506
beta4_slope[13] 0.063 0.230 -0.390 0.058 0.521
beta4_slope[14] 0.004 0.273 -0.537 0.001 0.539
beta4_slope[15] -0.887 0.224 -1.342 -0.884 -0.446
beta4_slope[16] -0.234 0.249 -0.727 -0.233 0.248
beta5_slope[11] 2.664 0.285 2.106 2.662 3.229
beta5_slope[12] -0.211 0.473 -1.146 -0.224 0.722
beta5_slope[13] 1.241 0.279 0.693 1.240 1.798
beta5_slope[14] 4.039 0.498 3.071 4.032 5.053
beta5_slope[15] 1.753 0.283 1.203 1.749 2.306
beta5_slope[16] 2.691 0.350 1.996 2.684 3.364
sigma_H[1] 0.223 0.055 0.126 0.219 0.339
sigma_H[2] 0.167 0.028 0.116 0.165 0.227
sigma_H[3] 0.194 0.042 0.119 0.190 0.285
sigma_H[4] 0.421 0.077 0.295 0.414 0.593
sigma_H[5] 1.047 0.212 0.658 1.033 1.499
sigma_H[6] 0.399 0.196 0.038 0.391 0.798
sigma_H[7] 0.308 0.066 0.207 0.298 0.469
sigma_H[8] 0.414 0.092 0.270 0.404 0.616
sigma_H[9] 0.523 0.127 0.322 0.506 0.804
sigma_H[10] 0.211 0.042 0.139 0.207 0.302
sigma_H[11] 0.275 0.045 0.201 0.270 0.378
sigma_H[12] 0.438 0.169 0.202 0.413 0.792
sigma_H[13] 0.220 0.037 0.156 0.218 0.303
sigma_H[14] 0.512 0.093 0.345 0.505 0.714
sigma_H[15] 0.245 0.040 0.178 0.242 0.332
sigma_H[16] 0.229 0.043 0.158 0.224 0.324
lambda_H[1] 2.650 3.258 0.152 1.555 11.616
lambda_H[2] 6.387 5.616 0.653 4.775 21.720
lambda_H[3] 6.551 10.497 0.278 3.052 33.988
lambda_H[4] 0.006 0.004 0.001 0.005 0.016
lambda_H[5] 3.589 7.998 0.033 0.945 27.222
lambda_H[6] 7.060 13.951 0.008 0.709 46.245
lambda_H[7] 0.013 0.009 0.002 0.011 0.037
lambda_H[8] 8.067 10.110 0.137 4.546 36.787
lambda_H[9] 0.015 0.011 0.003 0.013 0.043
lambda_H[10] 0.275 0.364 0.033 0.191 0.921
lambda_H[11] 0.270 0.396 0.011 0.136 1.293
lambda_H[12] 4.532 6.336 0.185 2.568 20.743
lambda_H[13] 3.360 3.073 0.227 2.514 11.551
lambda_H[14] 3.383 3.936 0.238 2.123 14.597
lambda_H[15] 0.024 0.028 0.003 0.017 0.094
lambda_H[16] 1.315 1.689 0.078 0.777 5.912
mu_lambda_H[1] 4.254 1.907 1.228 4.071 8.382
mu_lambda_H[2] 3.808 1.943 0.607 3.627 7.995
mu_lambda_H[3] 3.456 1.823 0.771 3.181 7.559
sigma_lambda_H[1] 8.435 4.357 1.948 7.680 18.205
sigma_lambda_H[2] 8.339 4.648 1.058 7.688 18.045
sigma_lambda_H[3] 6.106 3.977 0.988 5.248 16.503
beta_H[1,1] 6.889 1.124 4.308 7.046 8.625
beta_H[2,1] 9.845 0.541 8.679 9.876 10.835
beta_H[3,1] 7.956 0.799 5.994 8.070 9.217
beta_H[4,1] 9.441 7.989 -7.022 9.726 24.909
beta_H[5,1] 0.154 2.283 -4.716 0.339 4.043
beta_H[6,1] 3.086 3.960 -6.696 4.587 7.441
beta_H[7,1] 0.464 5.926 -12.289 0.841 10.540
beta_H[8,1] 1.279 3.444 -2.392 1.243 3.515
beta_H[9,1] 13.159 5.752 2.057 13.037 24.986
beta_H[10,1] 7.045 1.715 3.434 7.099 10.347
beta_H[11,1] 5.211 3.469 -2.520 5.996 9.980
beta_H[12,1] 2.632 1.088 0.744 2.558 4.938
beta_H[13,1] 9.001 0.989 7.099 9.080 10.470
beta_H[14,1] 2.159 1.023 0.136 2.176 4.128
beta_H[15,1] -6.152 3.735 -12.852 -6.361 1.760
beta_H[16,1] 3.076 2.098 -0.648 2.949 7.819
beta_H[1,2] 7.876 0.258 7.361 7.883 8.359
beta_H[2,2] 10.002 0.149 9.713 10.003 10.295
beta_H[3,2] 8.939 0.201 8.528 8.941 9.331
beta_H[4,2] 3.553 1.495 0.673 3.496 6.588
beta_H[5,2] 2.050 0.934 0.184 2.041 3.799
beta_H[6,2] 5.816 1.038 3.299 6.002 7.389
beta_H[7,2] 2.665 1.118 0.668 2.585 4.988
beta_H[8,2] 3.031 0.983 1.566 3.148 4.243
beta_H[9,2] 3.496 1.126 1.306 3.476 5.708
beta_H[10,2] 8.183 0.339 7.475 8.198 8.828
beta_H[11,2] 9.773 0.628 8.847 9.651 11.230
beta_H[12,2] 3.958 0.369 3.280 3.940 4.707
beta_H[13,2] 9.107 0.267 8.642 9.096 9.649
beta_H[14,2] 4.007 0.351 3.323 4.005 4.715
beta_H[15,2] 11.360 0.676 9.989 11.385 12.635
beta_H[16,2] 4.693 0.768 3.164 4.699 6.180
beta_H[1,3] 8.414 0.263 7.928 8.397 8.953
beta_H[2,3] 10.022 0.133 9.757 10.023 10.280
beta_H[3,3] 9.613 0.165 9.294 9.609 9.956
beta_H[4,3] -2.551 0.872 -4.303 -2.526 -0.861
beta_H[5,3] 3.985 0.621 2.694 4.012 5.117
beta_H[6,3] 8.144 1.190 6.516 7.768 10.719
beta_H[7,3] -2.733 0.658 -4.050 -2.713 -1.517
beta_H[8,3] 5.238 0.438 4.644 5.197 6.067
beta_H[9,3] -2.861 0.749 -4.376 -2.865 -1.451
beta_H[10,3] 8.661 0.272 8.146 8.654 9.207
beta_H[11,3] 8.568 0.285 7.953 8.600 9.071
beta_H[12,3] 5.250 0.324 4.479 5.296 5.751
beta_H[13,3] 8.810 0.180 8.443 8.816 9.153
beta_H[14,3] 5.700 0.272 5.116 5.716 6.180
beta_H[15,3] 10.372 0.322 9.748 10.375 11.008
beta_H[16,3] 6.680 0.474 5.621 6.721 7.473
beta_H[1,4] 8.163 0.184 7.771 8.174 8.492
beta_H[2,4] 10.035 0.130 9.761 10.040 10.271
beta_H[3,4] 10.088 0.160 9.748 10.102 10.362
beta_H[4,4] 11.795 0.454 10.855 11.794 12.685
beta_H[5,4] 5.670 0.761 4.471 5.579 7.489
beta_H[6,4] 7.156 0.915 5.088 7.422 8.390
beta_H[7,4] 8.297 0.346 7.593 8.306 8.955
beta_H[8,4] 6.731 0.235 6.292 6.738 7.142
beta_H[9,4] 7.190 0.464 6.267 7.191 8.112
beta_H[10,4] 7.695 0.230 7.261 7.689 8.169
beta_H[11,4] 9.407 0.200 9.030 9.403 9.815
beta_H[12,4] 7.156 0.215 6.744 7.156 7.593
beta_H[13,4] 9.004 0.138 8.727 9.009 9.277
beta_H[14,4] 7.708 0.214 7.305 7.703 8.140
beta_H[15,4] 9.456 0.238 9.005 9.454 9.915
beta_H[16,4] 9.255 0.208 8.872 9.243 9.680
beta_H[1,5] 8.958 0.146 8.653 8.961 9.234
beta_H[2,5] 10.766 0.097 10.584 10.765 10.966
beta_H[3,5] 10.895 0.166 10.600 10.889 11.238
beta_H[4,5] 8.376 0.471 7.430 8.391 9.308
beta_H[5,5] 5.500 0.592 4.129 5.561 6.500
beta_H[6,5] 8.965 0.621 8.081 8.817 10.432
beta_H[7,5] 6.764 0.342 6.103 6.759 7.437
beta_H[8,5] 8.235 0.206 7.888 8.225 8.645
beta_H[9,5] 8.225 0.475 7.268 8.234 9.124
beta_H[10,5] 10.096 0.222 9.654 10.092 10.528
beta_H[11,5] 11.542 0.226 11.115 11.545 11.992
beta_H[12,5] 8.510 0.196 8.116 8.509 8.898
beta_H[13,5] 10.006 0.133 9.751 10.005 10.278
beta_H[14,5] 9.187 0.229 8.768 9.175 9.674
beta_H[15,5] 11.176 0.248 10.675 11.176 11.650
beta_H[16,5] 9.944 0.161 9.616 9.952 10.254
beta_H[1,6] 10.232 0.198 9.889 10.216 10.680
beta_H[2,6] 11.532 0.108 11.316 11.533 11.742
beta_H[3,6] 10.802 0.159 10.467 10.811 11.089
beta_H[4,6] 12.895 0.832 11.258 12.894 14.509
beta_H[5,6] 5.979 0.606 4.872 5.957 7.171
beta_H[6,6] 8.857 0.684 6.963 8.996 9.807
beta_H[7,6] 9.894 0.579 8.735 9.902 11.016
beta_H[8,6] 9.538 0.265 9.049 9.547 9.984
beta_H[9,6] 8.432 0.780 6.938 8.417 10.035
beta_H[10,6] 9.479 0.315 8.818 9.498 10.046
beta_H[11,6] 10.814 0.351 10.054 10.842 11.439
beta_H[12,6] 9.377 0.255 8.896 9.365 9.910
beta_H[13,6] 11.025 0.170 10.731 11.015 11.371
beta_H[14,6] 9.830 0.297 9.235 9.834 10.413
beta_H[15,6] 10.815 0.430 9.982 10.807 11.653
beta_H[16,6] 10.535 0.205 10.096 10.544 10.910
beta_H[1,7] 10.915 0.931 8.677 11.044 12.408
beta_H[2,7] 12.255 0.474 11.219 12.264 13.182
beta_H[3,7] 10.551 0.679 9.087 10.623 11.676
beta_H[4,7] 2.368 4.255 -5.926 2.375 11.014
beta_H[5,7] 6.553 1.891 3.113 6.476 11.053
beta_H[6,7] 9.594 2.420 4.686 9.585 16.419
beta_H[7,7] 10.464 2.881 4.784 10.496 16.064
beta_H[8,7] 10.957 0.968 9.429 10.908 12.479
beta_H[9,7] 4.612 4.049 -3.517 4.660 12.546
beta_H[10,7] 9.885 1.472 7.139 9.793 13.040
beta_H[11,7] 10.972 1.735 7.829 10.855 14.616
beta_H[12,7] 9.981 0.955 7.811 10.067 11.611
beta_H[13,7] 11.578 0.792 9.794 11.688 12.793
beta_H[14,7] 10.411 0.975 8.318 10.491 12.112
beta_H[15,7] 11.942 2.219 7.626 11.969 16.343
beta_H[16,7] 12.016 1.051 10.279 11.858 14.592
beta0_H[1] 9.283 13.469 -17.817 9.050 38.492
beta0_H[2] 10.651 7.038 -3.983 10.611 24.680
beta0_H[3] 9.935 10.050 -11.225 9.979 30.389
beta0_H[4] 7.009 184.753 -358.461 6.829 366.159
beta0_H[5] 3.987 24.660 -46.133 4.424 53.738
beta0_H[6] 8.133 51.212 -106.880 7.824 118.966
beta0_H[7] 5.011 131.306 -260.638 6.162 272.368
beta0_H[8] 7.166 24.969 -17.513 6.600 29.778
beta0_H[9] 5.749 125.381 -252.812 5.208 260.087
beta0_H[10] 9.917 33.590 -58.175 10.224 82.974
beta0_H[11] 8.651 49.178 -95.727 8.564 111.112
beta0_H[12] 6.620 12.236 -15.782 6.390 30.138
beta0_H[13] 9.641 11.503 -11.480 9.580 31.136
beta0_H[14] 6.791 10.896 -17.191 7.010 30.273
beta0_H[15] 13.753 107.473 -193.585 10.823 241.818
beta0_H[16] 7.802 18.897 -31.158 7.988 47.477